{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd               # 数据处理\n",
    "import matplotlib.pyplot as plt    # 绘图\n",
    "import seaborn as sns             # 数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df= pd.read_csv( \"./data/Mall_Customers.csv\")\n",
    "# inplace 直接在原 DataFrame 上进行修改，而不是返回一个修改后的副本\n",
    "df.rename (columns={\"CustomerID\": \"id\", \"Age\": \"age\", \"Annual Income (k$)\": \"annual_income\", \"Spending Score (1-100)\": \"spending_score\"}, inplace=True)\n",
    "df.drop(columns=[\"id\"], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 数值型字段\n",
    "numcol = [\"age\", \"annual_income\", \"spending_score\"]\n",
    "# 类别型字段\n",
    "objcol = ['Gender']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 单变量分析\n",
    "## 类别型特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\24211\\AppData\\Local\\Temp\\ipykernel_23484\\1443414987.py:8: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  ax = sns.countplot(data=df, x=\"Gender\", palette=my_pal)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置 Seaborn 样式\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "# 定义颜色调色板\n",
    "my_pal = {\"Male\": \"slateblue\", \"Female\": \"lightsalmon\"}\n",
    "\n",
    "# 创建计数图\n",
    "ax = sns.countplot(data=df, x=\"Gender\", palette=my_pal)\n",
    "\n",
    "# 显示网格\n",
    "ax.grid(True, axis='both')\n",
    "\n",
    "# 添加条形图注释\n",
    "for p in ax.patches:\n",
    "    ax.annotate('{:.1f}'.format(p.get_height()), (p.get_x() + 0.25, p.get_height() + 0.3))\n",
    "    percentage = \"{:.1f}%\".format(100 * p.get_height() / len(df[\"Gender\"]))\n",
    "    ax.annotate(percentage, (p.get_x() + 0.25, p.get_height() / 2))\n",
    "\n",
    "# 设置标题\n",
    "plt.title(\"Gender Count Plot\")\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数值型特征\n",
    "对于数值型特征，使用箱线图、直方图和核密度估计图查看数据分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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aNGmSVq5cWb+toqJCN998s0aOHKmTTjpJv/jFL/T111/Xb6+qqtLtt9+ukSNHatiwYbr11lvldrvb/Ph+iOIRAAAAAI7B7NmzFRcXp48++khLlizR6tWr9cwzzzRqt23bNs2cOVM33HCD1q5dq5kzZ2r27Nnat2+fJOl3v/udXC6X3nvvPa1Zs0ZDhgzRjBkz6n/+3nvv1Z49e/Tuu+9qxYoV2rNnj+bPnx+qw6xH8QgAAAAALbR9+3bl5eXplltukcPhUEZGhmbMmKHFixc3art06VLl5uZqwoQJslqtmjx5soYPH66XXnpJkvTggw/qkUceUWJioqqqqlRZWank5GRJUnV1td544w3NmjVLSUlJSklJ0c0336zXXntN1dXVIT3mqL7mEQAAAAC+z+12y+Vy1S/bbDbZbLZG7TZv3qykpCR17ty5fl3v3r1VVFSkyspKJSYm1q8vLCxUdnZ2g5/v06ePCgoKJEkxMTGSpIceekiLFi2S0+nUokWLJB0qUuvq6hr8fO/evVVTU6Nt27apf//+rXDUzcPIIwAAAAD81+TJkzVs2LD6x+Ei7ofcbrccDkeDdYeXq6qqgra12+2N2v3qV7/SV199peuvv15XX321du7cWV/IxsXFNXqeUF/3yMgjAAAAAPzX8uXLG4wmNjXqKB0q5n542ujhZafT2WC9w+FQTU1Ng3U1NTWN2tntdknS5ZdfrldeeUX//ve/NWLEiPp9H25/+Hni4+NbdGzHi5FHAAAAAPgvp9Op+Pj4+seRisesrCyVl5eruLi4ft2WLVuUnp6uhISEBm2zs7O1efPmBusKCwuVlZUlSbr44ov1zjvvNNju8XjUoUMH9erVSzExMSosLGzwPDExMcrMzDyeQ20xikcAAAAAaKHMzEwNGzZM999/v1wul3bu3KmFCxdq+vTpjdpOnTpVeXl5Wr58ubxer5YvX668vDxNmzZNkjRkyBA9+uij2r17tzwejxYsWCCPx6PTTz9dDodDkyZN0vz581VaWqrS0lLNnz9f5557bv1IZahQPAIAAADAMViwYIG8Xq/OOOMMXXjhhRo7dmz9LTZycnK0bNkySYcmuHn88ce1aNEiDR8+XAsXLtSjjz6qXr16SZJuvvlmjRs3ThdddJHGjh2rjRs36u9//7s6dOggSbrzzjuVmZmpKVOm6Oyzz1b37t11xx13hPx4ueYRAAAAAI5BamqqFixY0OS2devWNVgeO3asxo4d22Rbm82m2267TbfddluT2+Pj43Xvvffq3nvvPb7Ax4mRRwAAAABAUBSPAAAAAICgKB4BAAAAAEFRPAIAAAAAgqJ4BAAAAAAERfEIAAAAAAiK4hEAAAAAEBTFIwAAAAAgKKvRAQCgPSk5UKtvN7lUWlyryT/uIkl6btF2Vbl9yuwdp+wBCep5glMWq8ngpAAAAC1D8QgAx8DvD8hsPlQAemr9WrVivz5+v1jF+z0ymaSuGQ6NGp8ii8WkQECqqfJpxRv79MYre2SLNeu6W/uoT794g48CAACg+SgeAeAYmM0mLV9apLKSOnk8Pn2ZV6EOyTHq3dephESrrDFmLXupSEkdYzTt4q6SJJ8voKKd1drxXZVSO9nk8fi15sMS9RucqLTOsQYfEQAAwNFRPALAMfhm40H9+6396tzVLrNJ6pZhl9lskt8XUEVZXZM/Y7GYlJEZp4zMOElSWUmtli/do5ef3ampF3TVhHM7y2TidFYAABCeKB4BoAV83oDefLVI772xT/GJVgV8Aclqqj+FtSVi7Rb9+o5svf/2fv3zxSJt+datn/+yp+KcvDQDAIDww2yrANBMZSUePXjvN/rXm/t05pTOyh4Qf9wT38TYzJo4LV2XXttDhQUuvbtsbyulBQAAaF18vQ0AzVRW6lG126erbzxBPXrFaekLu1tt3/0GJ+q6OXYlJMTI6/Ur4D9UWAIAAIQLPpkAQBD79tSottan1E6xuv72PurRK65Nnie5o03WGJO+3eTSnTdu1NbNrjZ5HgAAgGNB8QgAR7F1s0t/vOMbLXu5qMHtOdpSSqcYJafE6LEHCvXdZnebPx8AAEBzUDwCwBHs3Falxx4oVKcusRp7RmrInjc21qKfz+ip9G52PfZ/m7VzW1XInhsAAOBIKB4BoAmlxR4t/EOhUjvF6hczesrusIT0+WNjLfrFr3qqY6pNzy3arkAgENLnBwAA+CEmzAGAJuR9XCqL1aSf/7KnYmNDWzgeFmu36JJreijgN+TpAQAAGqB4BIAfCASkk09L0dARyXLGG/symZRsk3RoptdvNrg0enyKoXkAAED0ongEgP8KBAJ66eldklU6IVOGF47f99XaCr3y7C5JooAEAACG4JpHAPiv/3xQok9WlshbZ3SSxk4c3kHDRifrpad3aF9RjdFxAABAFKJ4BAAdmln15Wd2KvfkJPXKNjpNYyaTSede0EUdkmP09z9vk8/HBDoAACC0KB4BRL0qt1dPPrJVnbrEavKP042Oc0Q2m1nTf95dO7dV6dtNB42OAwAAokz4XNADAAapqfYpOcWmqRd1VUxMeH+nlpEZp5vuylbXjDijowAAgCgT3p+SAKCNBQIBOeKsuuy6THVMtRkdp1mSOtrkdnn1yfvFqvNwHw8AABAaFI8Aotb+vTV64LcF2r2jyugoLVZyoFYv/X2n3vnnXqOjAACAKEHxCCAq+XwBPfvn7aqq8ikhKfLO4E/tFKtxE1L13lv7tG8Ps68CAIC2R/EIICq99+Y+bdvi1vRLuys21mJ0nGMy/qw0JXaw6uVndioQYPZVAADQtigeAUSdnduq9NarRRp3Zqp6nhC5E8/E2Mw6d3oXFWw4qK/zmX0VAAC0LYpHAFHHddCrrH4JOn1yJ6OjHLd+gxN1+XWZyuofb3QUAADQzlE8Aog6PU+I089/1VNWa/t4CezTP161NX6VFnuMjgIAANqx9vHJCQCaYf/eGv31oS0qK2l/RdZXX5Trrl9v1P69TJ4DAADaBsUjgKgQCAT0j6d2aMd3VYqxtb+Xvqx+8XImWPTGy0VGRwEAAO1U+/sEBQBNWL2qRN9ucum8i7vJFtv+XvpibGZNOKezvlhTru8K3UbHAQAA7VD7+wQFAD9wsKJOS1/YrZwRSerTjieWyRmZpM5dY/XPf+zm1h0AAKDVUTwCaPe2bnbLajVp0o/TjY7Spsxmkyadl66u3e3y+SgeAQBA67IaHQAA2lq/QQn69Z3Z7fJaxx/KGpCg7AGJMptNRkcBAADtjKHFY2lpqS666CLdd999GjlypO644w698cYbDdrU1NTo5JNP1lNPPdXo5/1+v4YNG6ZAICCT6X8flD755BPFxUXujb8BtA6fL6BVK/ZryLCkqCgcD/MH/Hrn9b1K6xSr4ad0NDoOAABoJwwrHj///HPNmTNHO3bsqF93zz336J577qlf/vjjj3XTTTdpzpw5Te6jsLBQdXV1+uKLL2Sz2do8M4DIsmrFAb22eLc6d7OrW4bD6DghYzKZtGOrW/9ZWayckUnt5n6WAADAWIZ8oli6dKluvvlm3XjjjUdsU1paqptvvlm//e1vlZWV1WSb/Px89e3bl8IRQCPlZR69uaRIw8d0jKrC8bDTJ3VSeWmdVq8qMToKAABoJwwZeRwzZoymTJkiq9V6xAJy/vz5GjRokKZOnXrE/eTn56u2tlbnn3++du/erd69e+umm27SSSed1GR7j8cjj+d/Nwd3uw9NZ+/z+eTz+Y7jiKLX4X6j/9oefd0yS1/YJavVpAmT0+T3+Zv9c83tZ7PFLCmggIJNTHNoe0sytIbUTjYNyknUO//cq+GnJCkmJrxGH/l9Dg36OTTo59Cgn0Mjmvs5Go+5pQwpHtPS0o66fefOnVq2bJleeeWVo7az2+0aMmSIbrjhBnXo0EGLFy/WlVdeqWXLlikjI6NR+0WLFumxxx5rtH7jxo3au3dvyw4CDeTn5xsdIWrQ18GVFUtr/2PS8HEBbf2u4Jj2UVBw5J+z2+3Kys5SdVW13O6ao+7HWXWoaNyyZYtqao7etrVl9JE2rJPeeO0rndA3pE/dbPw+hwb9HBr0c2jQz6ERjf1cUsLZOsGE5Wyrr776qnJyctS/f/+jtvvhtZBXXnmlXnvtNa1atUo/+9nPGrW/9tprdfnll9cv79u3T5MnT9bAgQOVnt6+p/BvKz6fT/n5+Ro8eLAsFovRcdo1+rr5/P6AkhMr1LN3XItnHfX5fCooKFC/fv2C9rMjziGn8+gjeo64WElS7969W5SjtWT2rFGf/s6wu+6R3+fQoJ9Dg34ODfo5NKK5nxlMCi4si8cVK1boiiuuCNruoYce0sSJEzVgwID6dR6PR7GxsU22t9lsDa6PdLlckiSLxRJ1fxytjT4MHfr66MpLPbLFmtW7X8Jx7cdisfz31NSjMcmkYMXpoe3B99U2uvWMk89rkqfWr4TEGEMyHA2/z6FBP4cG/Rwa9HNoRGM/R9vxHovw+ipaUllZmbZs2aLhw4cHbfvtt99q7ty5OnDggDwejx577DG5XC6deeaZIUgKINxUV/n0wG8L9K+39hkdJaz86619mvebAtV5QnvdJQAAaF/CrnjctWuXJKlz586Ntq1du1Y5OTkqKiqSJM2bN089evTQtGnTNHLkSOXl5enpp59WUlJSKCMDCBNv/3OPamp8OjE3yegoYWXAkERVltfp04+4lgMAABw7w09b/eabbxosDx48uNG6w3Jzc7Vu3br65aSkJM2bN69N8wGIDPv21OiDdw7otElp6pAcfqdnGim1c6wGDk3Uv97cp5NPTZXF0rLrQAEAAKQwHHkEgGOx9IXdSuhg1ZjTU42OEpbGn5Wm4v0erVtTZnQUAAAQoQwfeQSA4+X3B9Q906HBJyUqxsZ3Yk3pmuHQ4JM6yO3yGh0FAABEKIpHAO3C2NPTFFDA6Bhh7eIrMhQby0xyAADg2PAVPYCItnpViV5bvEv+ADOJNkd5qUcf/fuAAgEKbQAA0DIUjwAiVnWVT6+/uFtlpXUymZgEpjm2f1elF/+2U4UFLqOjAACACEPxCCBivbtsr2pqfDprSuNb+6BpfQfGK72bXSuW7TU6CgAAiDAUjwAiUvH+Wr3/9n6NPSOVW3O0gMlk0tgzUrXpq4Mq2lltdBwAABBBKB4BRKSvPq+Q02nR2AlpRkeJOIOHdVBiklX/fnu/0VEAAEAEYbZVABHplNNS1G9QvGyxfAfWUhaLSede0FUdO9qMjgIAACIIxSOAiBIIBLRhXYUyesUpLp6XsGM18MREWa0U3gAAoPn45AAgony+ukx/+dNW7dxWZXSUiLdre5Ue/0Ohamp8RkcBAAARgOIRQMTwePz654u7NWBIojIy44yOE/HscWYV5Fdq9QclRkcBAAARgOIRQMRY+fZ+VZTVaeJ53JqjNSQl2zT4pA56/+398vkCRscBAABhjuIRQESorKjTu8v2atT4FKV2ijU6TrtxyhmpKi326KvPy42OAgAAwhzFI4CIEOe0aOK0zjrtbG7N0Zq6ZTiU2cepT1YWGx0FAACEOYpHAGHP7w/I75NGjk1RnJMZVlvb+T/rpkuv7Wl0DAAAIk5JSYlmzJih3NxcjRw5UnPnzpXX622y7apVqzRlyhQNHTpUkyZN0sqVK+u31dbWau7cuRo3bpyGDRumCy64QJ9++mn99vXr16tfv37Kycmpf1xyySVtfnw/RPEIIKwFAgH9ef4Wvf3PPUZHabc6ptpkMpnkqfUbHQUAgIgye/ZsxcXF6aOPPtKSJUu0evVqPfPMM43abdu2TTNnztQNN9ygtWvXaubMmZo9e7b27dsnSZo/f76++OILvfTSS8rLy9MFF1ygX/7ylyoqKpIk5efna/jw4Vq3bl39Y/HixaE8VEkUjwDC3Mb1ldq0vlKd0rnOsS19u+mgbr/uK5WXeoyOAgBARNi+fbvy8vJ0yy23yOFwKCMjQzNmzGiyqFu6dKlyc3M1YcIEWa1WTZ48WcOHD9dLL70k6dDI46xZs9SlSxdZLBZdeOGFstls2rhxo6RDxeOgQYNCenxNoXgEELZ83oBeW7xLJ2Q71W9wgtFx2rXuPR0KBKRV7x0wOgoAABFh8+bNSkpKUufO/5sFvnfv3ioqKlJlZWWDtoWFhcrOzm6wrk+fPiooKJAk3XPPPRo/fnz9ttWrV+vgwYPq16+fpEPF48aNG3XWWWfp5JNP1uzZs7V37962OrQjongEELY++vcB7d9Tq0k/TpfJZDI6Trtmd1g0bHSyPv53MaevAgCimtvtlsvlqn94PE2fleN2u+VwOBqsO7xcVVUVtK3dbm/UTpK+/PJLzZ49W9dff70yMjLk8/nUqVMnjRkzRq+++qrefPNNmUwmXXPNNfL5fMdzqC3GzBMAwtaBvbUaNjpZXbs7gjfGcRs9PkWrPyjRmo9LNPYMZrUFAESnyZMnN1i+/vrrNXPmzEbt4uLiVF1d3WDd4WWn09lgvcPhUE1NTYN1NTU1jdq98soruv/++zVr1ixdfvnlkiSLxdLoOsrf//73Gj16tLZs2dJoRLMtUTwCCFuTftxFHk9ov1GLZh1TbRpwYqL27q4J3hgAgHZq+fLlDU5FtdlsTbbLyspSeXm5iouLlZqaKknasmWL0tPTlZDQ8HKb7Ozs+usXDyssLKy/jtHn8+nuu+/WihUr9Pjjj+vkk0+ub7dnzx4988wzmjVrVn2xeXg01G63H+fRtgynrQIIO/uKavThewfk8fhkNnO6aihddHmGplzQ1egYAAAYxul0Kj4+vv5xpOIxMzNTw4YN0/333y+Xy6WdO3dq4cKFmj59eqO2U6dOVV5enpYvXy6v16vly5crLy9P06ZNkyTNmzdPH374oV599dUGhaMkJScn66233tJDDz2k2tpalZaW6u6779bo0aPVo0eP1u+Ao6B4BBB2Xl28Syve2CufL2B0lKhjsZhUXe3Tlm9dRkcBACDsLViwQF6vV2eccYYuvPBCjR07VjNmzJAk5eTkaNmyZZIOTaTz+OOPa9GiRRo+fLgWLlyoRx99VL169VJpaakWL16s4uJinXvuuQ3u5bhs2TLZ7XY9+eST2rJli8aMGaOJEycqPj5eDz/8cMiPl9NWAYSVTV9VauOXlfrJlRmKieH7LSOs/6xcS57bpTvmD1Cn9NCeDgMAQCRJTU3VggULmty2bt26Bstjx47V2LFjG7Xr2LGjvv7666M+T79+/fT0008fe9BWwiczAGHD5w3o1ed2KbOPUwOHJhodJ2oNHJooR5xFH75XbHQUAAAQRigeAYSNtatLtW9Pjc6Zzq05jBRjM2v4KclavapYNdVMWAQAAA6heAQQNnJGJumqG3pxa44wMGJsR3lq/VrzUanRUQAAQJjgmkcAYaGsxKMYm1mZfZzBG6PNJSXbdMrpqXI4+Y4RAAAcwqcCAIbbtb1Kd9y4QV9/VWF0FHzP2eela3BOktExAABAmKB4BGCoQCCgV57dpZTUWJ3QN97oOPiBop3V+uDd/UbHAAAAYYDiEYChvvi0TIUFLp1zfrosFibJCTfbt7r1yrO7tG9PjdFRAACAwSgeARimpsanVxfv1oAhicoakGB0HDRh8LAOcsZbtGrFAaOjAAAAg1E8AjBMwC8NPDFRk36cbnQUHEFMjFnDT+moTz8sUXUVt+0AACCaUTwCMIzVatI507uoY6rN6Cg4ihFjO6rO49eaj0qMjgIAAAxE8Qgg5AKBgJ5+/Dv954Nio6OgGTokxWjaT7qp3yBOLQYAIJpRPAIIuQ3rKrT2P2Wy2ngJihS5o5PVIZkRYgAAohmf3ACElKfWr5f/vktZ/eM1YAgjWZFk7epS/eNvO4yOAQAADELxCCCk3l22VxXldTr3gi4ymbg1RySp8/j18b+LtbeI23YAABCNKB4BhIzfH9CWb1waNyFVqZ1ijY6DFhoyrIPiE6zctgMAgChF8QggZEwm6bLrMnXapE5GR8ExsMaYNXxMsj79sERVbq/RcQAAQIhRPAIIia+/qtSmryolSRYLp6tGqhFjOsrnDejz1WVGRwEAACFG8QigzdVU+/T8E9u18u39RkfBcUrsEKNrbz5Bo09NMToKAAAIMYpHAG3urVf3yO3y6pzpXYyOglbQLcOhOk9AXq/f6CgAACCEKB4BtKmd26q08p39On1SJyWncJ/A9uL1l3Zr4R8KjY4BAABCiOIRQJt669U96tQlVqecnmp0FLSirt3t+majS7t3VBsdBQAAhAjFI4A2ddFlGfrplT2YJKedGZjTQYlJVq18h+tYAQCIFoYWj6WlpTrzzDO1Zs2a+nV33nmnBg0apJycnPrHSy+9dMR9PPHEExo3bpyGDh2qSy+9VFu3bg1FdABBHKyoU/H+GpnMUmpn7unY3lgsJo0al6LPPinVwYo6o+MAAIAQMKx4/Pzzz3XRRRdpx44dDdbn5+fr3nvv1bp16+ofF110UZP7WLp0qZ577jk99dRTWrNmjQYOHKhZs2YpEAiE4hAAHMUrz+3SI/dtlt/P32N7NfyUZMXazdq+tcroKAAAIAQMKR6XLl2qm2++WTfeeGOD9R6PR99++60GDRrUrP28/PLL+ulPf6qsrCzFxsbqpptuUlFRUYORTACht3F9hT5fXabTz+kks5nTVdurOKdVt97bV/2HJBodBQAAhIDViCcdM2aMpkyZIqvV2qCALCgokNfr1YIFC/T5558rISFB559/vq666iqZzY3r3MLCQl199dX1yzExMcrMzFRBQYFGjRrVqL3H45HH46lfdrvdkiSfzyefz9eahxg1Dvcb/df2IqWva2t9evFvO3RCtlNDTkqU3xdZt3Nobj+bLWZJAQUUbGT10PZI64fmMpulspIa1db4ld7N3uyfi5Tf50hHP4cG/Rwa9HNoRHM/R+Mxt5QhxWNaWlqT6w8ePKgRI0bo0ksv1YMPPqivv/5a1113ncxms6666qpG7d1utxwOR4N1drtdVVVNn0K1aNEiPfbYY43Wb9y4UXv37j2GI8Fh+fn5RkeIGuHe1599KFWUSaPP8GjTpk1GxzlmBQUFR9xmt9uVlZ2l6qpqud01R92Ps+pQ0bhlyxbV1By97bGwWq3qm91XZmvzTyTxe/365ttv5PV6WyXDJ+9Jbpc07WeSqYUDzeH++9xe0M+hQT+HBv0cGtHYzyUlJUZHCHuGFI9Hcsopp+iUU06pXx4yZIh+8YtfaPny5U0Wjw6Ho9GHsZqaGjmdzib3f+211+ryyy+vX963b58mT56sgQMHKj09vZWOIrr4fD7l5+dr8ODBslgsRsdp1yKlr1OTq9RvQJWGDOtgdJRj4vP5VFBQoH79+gXtZ0ecQ07n0Ys2R9yhyYJ69+7dahl/yGwxa+U7+1ReGnzimqSOMTrt7M7q27dvqz2/3erSMwt3yBnbW9kD4pv1M5Hy+xzp6OfQoJ9Dg34OjWjuZwaTggur4vFf//qXiouLdfHFF9ev83g8stubPhUqKytLmzdv1mmnnSZJqqur07Zt25Sdnd1ke5vNJpvtfzcpd7lckiSLxRJ1fxytjT4MnXDta78/oDqPX0kd7Ro6IvJnV7VYLP89NfVoTDIp2FDboe3B93V8yku9KtnvCd6wDfL06Z+gzl1j9cG7B9R/cMu+NAjX3+f2hn4ODfo5NOjn0IjGfo624z0WYXWfx0AgoHnz5mn16tUKBAJat26dnn322SPOtnr++efr+eefV0FBgWpra/WnP/1Jqampys3NDXFyAKtWHNADvy1QbS3XC0Qbk8mkU05L1YZ1ldpb1Pqn5gIAgPAQViOPZ555pm6//Xbddddd2rdvn1JTUzVz5kxNmzZNkrR27VpdffXVeuutt9S1a1dNnz5dBw8e1HXXXafS0lINHjxYixYtUkxMjMFHAkSX0mKPlr1cpKEjkmSzhdV3UgiRE3M76JuNB1XnaZ8TAwEAgDAoHr/55psGyxdffHGD01a/Lzc3V+vWratfNplMuuKKK3TFFVe0aUYARxYIBPTSMztkt5s1cWpno+PAINYYs356VQ85nYa/rQAAgDbCEAGA47Iur1wb1lXq3Au7yu7gWoFo93V+pfI+ZrY6AADaI4pHAMclxmbWyLEdNfBEbhQPKf+LCr3y7C7V1nDtKwAA7Q3FI4Dj0quPU1Mv6mp0DISJk09LUU21T6s/ZPQRAID2huIRwDHZ/PVBLfxjoVwHg99bENEjOcWmQTkd9P7y/fL7A0bHAQAArYjiEUCL1dX59cJTO3Sw0itbLC8jaGjMhFSVHPBoXV650VEAAEAr4lMfgBZbsWyvSvZ7dN5PuspsNhkdB2GmW4ZD0y/trr4D442OAgAAWhHFI4AW2bu7Wu++vk9jz0xV5y52o+MgTOWMTJLValYgwKmrAAC0FxSPAFpk+9YqpXWO1akT04yOgjD30b+L9ec/bjE6BgAAaCXczRlAiwwZlqQ+/eNlsXC6Ko4uPtGijesrVVjgUp9+nMIKAECkY+QRQLNUVtTpzVeK5DpYR+GIZuk7MEHpXe16d9leo6MAAIBWQPEIoFleW7xLq947II/Hb3QURAiz2aRxZ6Vq0/pK7dxWZXQcAABwnCgeAQT1dX6lPvukTJN+lC5nPGe7o/kG5XRQxzSbNqyrMDoKAAA4TnwKBHBUHo9fL/5th3plOZUzMsnoOIgwFotJM27prZTUWKOjAACA48TII4Cj+vKzcpWV1mnaxV1lMnGtI1rOEWdRdbVX27e6jY4CAACOAyOPAI4qZ3iSUtJilJLGyBGOXf4XFfrHUzv1m3n91a2Hw+g4AADgGDDyCKBJgUBABRsqVVXlpXDEces/JFHJKTF667Uio6MAAIBjRPEIoElffFqmR+cVavsWZsnE8bNYTDrt7E5a/1kFM68CABChKB4BNFJT7dOri3drwJBE9Tghzug4aCeGjkhSxzSblr+2x+goAADgGHDNI4BG3np1j6rcXk2enm50FLQjFotJE6d2lvugV4FAwOg4AACghSgeATRQtKtaH7y7XxPO7azkjjaj46CdGZTTQWYzs/YCABCJOG0VQAOpnWw694KuOuX0FKOjoJ2qrfXplb/vVtEOo5MAAICWoHgEUK+uzi+fVxo5tqOsVl4e0DasVpO2b63SZx9Kfj+nrwIAECn4dAhAkuTx+DX3tq+1elWJ0VHQzplMJp01tZNK9pu0bk250XEAAEAzUTwCkCT96819Ki32qMcJ3MAdbS+zt1NdewT05pK98nr9RscBAADNQPEIQKXFHq14Y69OPi1FqZ1ijY6DKHHiSKmsxKOCDQeNjgIAAJqB2VYB6J8v7pbdbtFpZ6cZHQVRpEOydOPvs9TzhHijowAAgGZg5BGIcj5fQH5fQGdN7axYu8XoOIgySR1j5HZ7tfVbl9FRAABAEBSPQJQzm6ULfpGhk0YlGx0FUWrtf0r14D3faue2KqOjAACAo6B4BKLYxvUV+uT9Yvn9TFgC45w4PElpnWP1yt93KhDg1h0AAIQrikcgSnm9fr3y9136/NMymUwmo+MgilksJp17QRdt+datz/5TZnQcAABwBBSPQJT66F/FKt5fq7PPSzc6CqDefeM1KCdRSxfvUnWVz+g4AACgCcy2CkShKrdXy1/bo2Gjk9W5q93oOIAkadKP0lVY4Fasne81AQAIRxSPQBT65P1i1dX5dcY5nYyOAtRL6mhT7sk2eesCCgT8zP4LAECY4etdIAqNPTNNV91wghI7xBgdBWjkX2/t0wO/K5DHw0ROAIDwVlJSohkzZig3N1cjR47U3Llz5fV6m2y7atUqTZkyRUOHDtWkSZO0cuXK+m21tbWaO3euxo0bp2HDhumCCy7Qp59+Wr+9qqpKt99+u0aOHKlhw4bp1ltvldvtbvPj+yGKRyDKuA565a0LqHtPh9FRgCZl9Y9X6QGP3lxSZHQUAACOavbs2YqLi9NHH32kJUuWaPXq1XrmmWcatdu2bZtmzpypG264QWvXrtXMmTM1e/Zs7du3T5I0f/58ffHFF3rppZeUl5enCy64QL/85S9VVHTovfDee+/Vnj179O6772rFihXas2eP5s+fH8pDlUTxCESV0mKPfjcrX199UW50FOCI0tJjdcY5nfT+8v36rjD036oCANAc27dvV15enm655RY5HA5lZGRoxowZWrx4caO2S5cuVW5uriZMmCCr1arJkydr+PDheumllyQdGnmcNWuWunTpIovFogsvvFA2m00bN25UdXW13njjDc2aNUtJSUlKSUnRzTffrNdee03V1dUhPWaKRyCKvL10j2w2s3pnO42OAhzVKaenqlsPh55ftF2eWk5fBQCEjtvtlsvlqn94PJ4m223evFlJSUnq3Llz/brevXurqKhIlZWVDdoWFhYqOzu7wbo+ffqooKBAknTPPfdo/Pjx9dtWr16tgwcPql+/ftq+fbvq6uoa/Hzv3r1VU1Ojbdu2He/htgjFIxAl9u+t0acflmj8xDQmIkHYs1hMOv9n3ZTZhy86AAChNXnyZA0bNqz+sWjRoibbud1uORwNLwM6vFxVVRW0rd1ub9ROkr788kvNnj1b119/vTIyMuRyuSRJcXFxjZ4n1Nc9MtsqECXeWrJHCYkxGjGmo9FRgGbp1MWuKRd2kd8fkMfjl83G950AgLa3fPnyBqOJNputyXZxcXGNThs9vOx0Nvzy0+FwqKampsG6mpqaRu1eeeUV3X///Zo1a5Yuv/zy+uc5vO/D7Q8/T3x8fIuO7XjxTgxEAb8/oJhYs06fnKaYGP7sEVkKNlTq9zds0N6imuCNAQA4Tk6nU/Hx8fWPIxWPWVlZKi8vV3Fxcf26LVu2KD09XQkJCQ3aZmdna/PmzQ3WFRYWKisrS5Lk8/l0xx136E9/+pMef/zx+sJRknr16qWYmBgVFhY2eJ6YmBhlZmYe7+G2CJ8igShgNps07cKuyj2ZUUdEni4ZdjkcFj35yFaufwQAhI3MzEwNGzZM999/v1wul3bu3KmFCxdq+vTpjdpOnTpVeXl5Wr58ubxer5YvX668vDxNmzZNkjRv3jx9+OGHevXVV3XyySc3+FmHw6FJkyZp/vz5Ki0tVWlpqebPn69zzz1Xdrs9JMd6GMUj0M4d2Fer99/Zr1qPz+gowDGJjbXoJ1dmqHhfrV54aocCgYDRkQAAkCQtWLBAXq9XZ5xxhi688EKNHTtWM2bMkCTl5ORo2bJlkg5NcPP4449r0aJFGj58uBYuXKhHH31UvXr1UmlpqRYvXqzi4mKde+65ysnJqX8c/vk777xTmZmZmjJlis4++2x1795dd9xxR8iPl2segXZuxbK9+uqLCg3OSTQ6CnDMOne168eXdNNLz+xS1wy7zpqSbnQkAACUmpqqBQsWNLlt3bp1DZbHjh2rsWPHNmrXsWNHff3110d9nvj4eN1777269957jz1sK6B4BNqxkgO1+vSjEk2cmq4YJhtBhBuSmySPx68BJ3YwOgoAAFGJT5NAO/bem/vkcFiYYRXtRu7JHRXntKis1KPvNod2enIAAKIdxSPQTpWXefSfD0p0ymmpssXyp4725Y2Xi/ToA5spIAEACCFDP1GWlpbqzDPP1Jo1a+rXvfvuu5o2bZpOOukknX766Xrsscfk9zc9u57f71dOTo6GDh3a4MLSpm62CUSbxA4xuvjyDI0cx6gj2p+J0zorvZtdjz6wWZu/Pmh0HAAAooJh1zx+/vnnmjNnjnbs2FG/bsOGDbr11lv18MMPa/z48fruu+909dVXKy4uTldccUWjfRQWFqqurk5ffPHFEe+/AkSjQCAgvz+gAScySQ7ap1i7RZfNyNTzf92ux/9QqGtu7K0BQ/h9BwCgLRky8rh06VLdfPPNuvHGGxus3717ty6++GKddtppMpvN6t27t84880x99tlnTe4nPz9fffv2pXAEfuDfy/frqQXfcUsDtGu2WLMu/WVP9c6OV8n+WqPjAADQ7hlSPI4ZM0bvvfeeJk+e3GD9xIkTdfvtt9cv19TU6IMPPtDAgQOb3E9+fr5qa2t1/vnna9SoUbrkkkv0xRdftGl2INx5vX69//Z+xdhMMplMRscB2lRMjFk/u7aHhgxLUm2NT+vXlsvv50sTAADagiGnraalpQVt43K5dMMNN8hut+uyyy5rso3dbteQIUN0ww03qEOHDlq8eLGuvPJKLVu2TBkZGY3aezweeTye+mW3+9BECz6fTz4fN1A/Fof7jf5re83t67yPS1VRVqeTT02R39f09cI4sub2s9lilhRQQMEKlUPb2/LfovlZQpOnOVr7tcMnn7Z+69YTD29V9oB4/WJGT8UncDcqXqNDg34ODfo5NKK5n6PxmFsqLN9Zt27dqlmzZiklJUXPPvus4uPjm2w3Z86cBstXXnmlXnvtNa1atUo/+9nPGrVftGiRHnvssUbrN27cqL1797ZO+CiVn59vdISocbS+DgSkt16TuvaQDpQU6kBJCIO1MwUFBUfcZrfblZWdpeqqarndNUfdj7PqUJG2ZcsW1dQcve2xaEmWUORpqaP187EYP1la/e+Dmjtng06eIGX0atXdRyxeo0ODfg4N+jk0orGfS0r44BRM2BWPq1at0q9//WtdeOGFuummm2S1HjniQw89pIkTJ2rAgAH16zwej2JjY5tsf+211+ryyy+vX963b58mT56sgQMHKj09vfUOIor4fD7l5+dr8ODBslgsRsdp15rT13t218hV8a1+/JMe6pXlDHHC9sHn86mgoED9+vUL+jvtiHPI6Tz62f+OuEOvR7179261jMeaJZR5gmlJP7fEwIFS7og6vba4SO8tdeuyGT100qjkVtt/pOE1OjTo59Cgn0MjmvuZwaTgwqp4/PLLL3Xdddfprrvu0vTp04O2//bbb7V27Vo9/PDD6tChg/7617/K5XLpzDPPbLK9zWZrMLmOy+WSJFkslqj742ht9GHoHK2vu2XE6ba5/eSIM3O943GyWCz/PR30aEwyKVg/H9oefF/HqzlZDrWTQpGneZrXzy2TnBKrK2ZmatNXB9Wnb4L8fpM2ra/UCdlOJSTGtOpzRQpeo0ODfg4N+jk0orGfo+14j0V4fHr4r7/85S/yer2aO3dug/s2XnXVVZKktWvXKicnR0VFRZKkefPmqUePHpo2bZpGjhypvLw8Pf3000pKSjLwKABjuA56dbCyTnFOC4Ujop7JZNLAExNlsphUVurRc4u263czN2jxE9tVtKva6HgAAEQkw0cev/nmm/r//8tf/nLUtrm5uVq3bl39clJSkubNm9dm2YBI8sbLRdr89UHN/E0fikfge2w2s359R5Y++6RMn35Yov98UKIeJ8Tplrv7ymw2KRAI8DcDAEAzGF48Ajh+VW6v8j4u1dgzU/kQDDQhLt6q8RPTdMoZKSrIP6jSYo/cLq/MJpMe+N3XSupoU9cMh7plONQhOUYDhiQqxmZWldsrrzcgk+nQaKbX65fdbpHdYVFlRZ2Kdlartsav2hqf6jwBxcVblDPi0DWW776+VyazZDabZHdYFJ9gVb9BCbI7OC0KABCZKB6BduDTD0vk8wU0/JTonRgEaA6r1axBOR0kST5fQO5qr3JP7qh9RTUq/Nql/6wslt8v3fPwQDkTrHpqwXcq2HCwwT5+9NOuGnNGmvK/qNALT+5osC2zT5yy+ifI7/fr38v3ye+X/P6APLV+BQLSb+b1V2onm15dvEs7t1Wrew+HemU5NfDEDuqQHJ3XYwIAIgfFIxDh/P6AVq04oEE5iVE7GQhwrOwOi8af9b97D/t8AdVU+WS2SDXVPp16dppyT05WQIduhWOxmNS5a6xqqn3q3depm+7KVmysWbZYs6wxpvrRSUn6zQP96/fr9wdU7fbJ4TSrutqnbhkOVbl9+q7QrdWrShQISD+7podGj0/lNFoAQNiieAQinOugV/GJVo0al2J0FCDiWSwmORP+99aYkRl3xLZ2h6XZp6CazQ33e+LwJJ04PEmS5HZ5tXmTS1262+U66NW/3tqn/XtrdNrETurTL55CEgAQNigegQiXkGjVNTf2ViAQMDoKgGPgjLdq6IgkSZLX61dScozWf1auh+/brB4nxGn6z7qrd994Y0MCAKAwu1UHgJYpOVCrr7+qlN/vNzoKgFYydESSZv22jy6/LlM+b0AP3vOt9nB7EQBAGGDkEWhjfn9AZnPzTztrSfsP3j2gTz8s0a339VVMDKe2Ae1GwKQ+/eN1Ql+nvtvsVnyCVR6PT19/dVBDhnVodCprS19nAAA4FhSPQBszm016+597VFrsCdq2Y6pNk87r0qz91tX5teajEp00MkkxMZxEALQnJrO08p39Ki+tkyR99XmFDlZ69c2Gg0rqGKOs/vGKsR36u2/J6wYAAMeD4hEIgdJijw7srW3Vfa5fWy63y6fckzu26n4BhIfy0jqV7G/4utG5S6wO7K/VF2vKld41VnFO3sYBAKHDcAUQoT55v1iZfZxKS481OgqAEIlzWtQtw66YGJN276hRdZXP6EgAgCjCV5ZABAoEAurdN14paTajowAIMavVrPSusTpY6ZMtluscAQChw8gjEIFMJpNOndhJ/YckGh0FgAFMJpMSO1gV8EulxbVa/MR2eb3MugwAaFsUj0CE8Xr9enNJkUpLWvcaSgCRyVMb0JqPS/W3R7+Tz8v9XgEAbYfiEYgwG9ZV6u2le1Xt5lonAIdmW/3plRnasK5Sf//zNvl8FJAAgLZB8QhEmP+sLFGPXnHq3NVudBQAYaLf4ERddEWG1uWVaekLu42OAwBopygegQjiOih9s9GlYScnGx0FQJgZeGKiLr4iQ8NP4fUBANA2KB6BCLJlk2SNMWlwDhPlAGhs4NAO6pAco7JSj75YU2Z0HABAO8OtOoAI0qWHlNEjXbF2i9FRAISxNR+V6I2X9+iy63rKzK1gAQCthJFHIIIkp0jDRnFKGoCjGzm2o07M7aDnF+3Q/iKj0wAA2guKRyBCvP/2AW0pMDoFgEhgMpn0o0u6qWsPu/71ulRywGN0JABAO0DxCESAOo9f776+V+XFRicBECliYsz66ZUZssZIBfmVRscBALQDXPMIRICvvqhQdZVfmdlGJwEQSZzxVp09XRo6LMnoKACAdoCRRyACrPmwRN17OpSYZHQSAJHGapXq6vxa/toe5X1cYnQcAEAEo3gEwlxFeZ2+zq9UzogORkcBEMGKdlbrH0/tVNGuaqOjAAAiFMUjEObi4iy6+IoeGpRD8Qjg2JhMJk29qKuSU2P05CNbVVvjMzoSACACUTwCYc5iNWng0ETFObm3I4BjZ4s16ydX9FDpAY9ee2G30XEAABGI4hEIY/v21OjJR7aqsrzO6CgA2oG09FhN+nEXlRyolc8bMDoOACDCUDwCYWztf8pUsOGgHHGMOgJoHSPGJOtnV/eUTEYnAQBEGopHIEwFAgGtXV2qAScmKsbGnyqA1mEymSSTtH5tmZ7/63YFAoxAAgCah0+kQJjaua1a+/fU6sRhTJQDoPXV1vq1elWJ/rOS23cAAJqH4hEIU2tXl8oZb9EJfeONjgKgHeo/OFHDRifr1cW7VFbiMToOACACUDwCYerUiZ108RUZsli4MAlA25j843TFxpr1wlM7OH0VABAUxSMQpuLiLDohm1FHAG3H7rBo2sVdtX9PjQ5Weo2OAwBoAzt37my1fVlbbU8AWs0brxQp4A9o3FlpRkcB0M71G5yorAEJcjr5SAAA7dGkSZOUk5Oj6dOna+LEibLb7ce8L0YegTDj8wb00b8OqLraZ3QUAFHCYjFp+1a33lxSxOmrANDOrFq1SqeddpqeeuopjRkzRr///e+1bt26Y9pXqxWPLpertXYFRLVvNh2U2+XT4JOYZRVA6BTtqtbbS/dq/doKo6MAAFpRSkqKrrjiCi1btkzPPvusEhMTNWfOHE2aNElPPvmkSktLm72vFhePI0aMaHL9qaee2tJdAWjCujVl6phmU5fux35KAQC01MChieo3KEEv/32najjzAQDaHa/Xq6KiIhUVFamkpEQOh0Pr16/XWWedpaVLlzZrH826wGH79u264447FAgE5HK59POf/7zBdpfLpcTExJYfAYAGAv6A1q+tUO7JyYdu5A0AIWIymXTuhV30yH2b9eaSIk2/NMPoSACAVvDll1/q9ddf19tvvy2TyaQpU6bo+eefV79+/SRJ7733nn7729/qRz/6UdB9Nat47Nmzp8466yyVlZXpiy++aDT6aLPZdPrppx/DoQBowCT98qbesjBvBQADJHe06YzJnfXBu/s16Udd5IznxQgAIt0ll1yiMWPG6O6779bpp5+umJiYBtv79+/f7Fqu2e8Kl1xyiSSpe/fuOu+885qfFkCzmUwmpaXHyu9nwgoAxjj5tBSdODxJjjiL0VEAAK3gueee00knndRo/Ycffqhx48ape/fueuCBB5q1rxZ/pXjeeefpq6++0nfffddoRjaKSuDYBQIBbVhXoX6DEtS7L/d3BGAMi8WkxA5WlZV4VHLAo+wBCUZHAgAch6uuukpffPFFg3Uul0s33HBDi2ddbXHx+OCDD+qJJ55QWlqarNb//bjJZKJ4BI5DdZVPleVexdr5th+A8d57c58++6RUd8wfqA5JMcF/AAAQNrZv365zzjlHPp9PgUBA/fv3b9SmqdHIYFpcPL7++uv6y1/+ovHjx7f4yQAc2cFKr2yxZnXrwSyrAIw37sxUfb66TP/8x2794leZRscBALRAz5499corr6iyslLXXHONnnjiiQbbY2NjlZ2d3eL9trh4rKqq0rhx41r8RACOLBAIyH3Qq9TOscyyCiAsxDmtmjits5a+UKRTTktVn36cTg8AkeTwaOObb76pjIzWmUG7xcXjqaeeqjfeeENTp05tlQAADp2y6vNJySk2o6MAQL2TRiVr7X/K9NIzO3T7/f1lNvPlFgBEirvuukt33XWXFi5ceMQ28+bNa9E+W1w81tbWas6cOfrLX/6i1NTUBtueffbZlu4OgCRHnEXp3WLljOd6RwDhw2w2adrFXeXzBigcASDC/HBy09bQ4uIxOzv7mM6PBXB0DoeFU1YBhJ0u3R2SpLo6nwJ+k2yxZoMTAQCa4+6775bU8tHFo2lx8Xj99de32pOXlpbqoosu0n333aeRI0dKktavX6/77rtPhYWFSk5O1q9+9StdcMEFR9zHE088oeeee06VlZUaPHiw7r77bp1wwgmtlhFoazXVPhXv9yitE6esAghfix7cqg7JNl16TU+jowAAWqC4uFh//etf9Zvf/EZr167VrFmz1LFjRz3yyCPq3bt3i/bV4uLx9ttvP+K2llS1n3/+uebMmaMdO3bUr6uoqNA111yjWbNm6aKLLtJnn32m6667Tn379tWQIUMa7WPp0qV67rnn9NRTT6lHjx566KGHNGvWLL3xxhuM4CBiuA56VVvrk5kzVgGEsewBCXr9xSKNOT1Vvfo4jY4DAGimu+++W1VVVQoEApo7d64mT54sh8Ohe+65R3//+99btK/jPvekrKxMb7/9tuLi4pr9M0uXLtXNN9+sG2+8scH6FStWKCkpSZdccomsVqtGjx6tKVOmaPHixU3u5+WXX9ZPf/pTZWVlKTY2VjfddJOKioq0Zs2a4zomIFQCgYBclV7FxXHKKoDwlntysrp0t+vlv++U39/619EAANpGfn6+Hn30UR04cEAFBQW67rrrdMMNN2jDhg0t3leLRx6bGl38z3/+oxdeeKHZ+xgzZoymTJkiq9XaoIDcvHlzo+sp+/TpoyVLljS5n8LCQl199dX1yzExMcrMzFRBQYFGjRrVqL3H45HH46lfdrvdkiSfzyefz9fs/Pifw/1G/x2ZxWKRFFBAjT9s1Xr8qqsLKDnV8t/th9r4ff5Gbenr0GhuP5stZh3p37WhI/+btpbmZwlNnubg9/noWuvftLX7+Zwfp+vJBdu0elWxRo3r2Cr7bA/4fQ4N+jk0ormf2+sxV1dXy26367333lN2draSk5Plcrlktba4FGx58diUk08+WbNmzWp2+7S0tCbXu91uORyOBuvsdruqqqpapf2iRYv02GOPNVq/ceNG7d27tznRcQT5+flGRwhLDodDAwYMUJW7Sq6D1Y22uyolk0nyB2rldkvOqkMf/rZs2aKampom91lQUNCmmXHI0frZbrcrKztL1VXVcrub/nc6rDn/psejJVlCkael+H1urC3+TVuzn/sMkLZv3yH7lzuCN44yvBeGBv0cGtHYzyUlJcf0M7///e+Vl5cni8WiqVOn6rbbbmuyMFu1apXmz5+vnTt3qkuXLrr11lt12mmnNWp33333yeVy6YEHHqhft379el100UUNap8BAwYc8QzN7xsyZIjuuusuff7555o0aZKKi4t1zz33aMSIES0+3uMuHr1er95880117Hj830A6HA4dPHiwwbqamho5nU1fW+FwOBq9UR6t/bXXXqvLL7+8fnnfvn2aPHmyBg4cqPT09ONMH518Pp/y8/M1ePDg/46woSlxzjjFJzTuH7vDr/gEn+yOQ9sccbGS1OTFyz6fTwUFBerXrx993YZa0s+OOIeczqOf/X+0f9PW1JwsocwTDL/PwbXGv2lb9PPAgZLVapIzoVW+f24XeC8MDfo5NKK5n49lMGn27Nnq3LmzPvroIxUXF+tXv/qVnnnmGV111VUN2m3btk0zZ87Ugw8+qFNPPVUrVqzQ7NmztWLFCnXu3FnSocsB586dqzfeeEM/+tGPGvx8fn6+hg8frueee67FGefOnasHH3xQubm5uvbaa7Vp0yZ5PB7dd999Ld5Xi1/5+/Xr1+jaLIvFot/+9rctfvIfys7O1ieffNJgXWFhobKysppsn5WVpc2bN9dX7HV1ddq2bdsRbyVis9lks/1vRkuXy1WfP9r+OFobfRiMSSY1vqbRYjbL4TA1aCcdPmWtaRaL5ajb0Tqa189N/7v+sI109H/T1tGcLIfaSaHI0zz8Ph9N6/2btnY/V1X59Oaru3X6pE5K72pvtf1GOt4LQ4N+Do1o7OeWHu/27duVl5enDz/8UA6HQxkZGZoxY4b++Mc/Nioely5dqtzcXE2YMEGSNHnyZL322mt66aWXNGvWLLndbp199tk655xzNHHixEbPlZ+fr0GDBh3TcXXq1KnBKOaJJ56ov/zlL8e0rxYXj88++2yDZbPZrJ49ex7xVNSWOPPMM/XHP/5RzzzzjC655BJ9/vnneuONN7Rw4cIm259//vl69NFHNW7cOPXq1UsPPfSQUlNTlZube9xZgLZWUV6n6iqfUlJjmCwHQESxWE3atL5CZSUeXXdrH6PjAIAhNm/erKSkpPqRQ+nQWSBFRUWqrKxUYmJi/frCwsIm53Y5fFlBbGys3nrrLaWmpmrOnDmNnis/P1+pqak666yz5HK5NGLECM2ZM6dZZ0+63W698MIL2rZtm/z+htfHt/QekC3+GnLEiBHKzc2V3W5XcXGxJCklJaWlu2lScnKy/va3v+mdd97RyJEj9bvf/U6/+93v6ie/Wbt2rXJyclRUVCRJmj59ui677DJdd911GjVqlDZt2qRFixYpJiamVfIAbelgRZ28dX4KRwARJybGrEk/7qJN6yu1YV2F0XEAoFW53W65XK76x/cn3Pxhux/Ov3J4+YdzsASbq8VqtSo1NbXJ5/H5fOrUqZPGjBmjV199VW+++aZMJpOuueaaZk3yc/vtt+vZZ59VbW1t0LbBtHjk8cCBA/rlL3+pgoICJSUlqaysTJmZmfrb3/52TNcNfvPNNw2WBw8erBdffLHJtrm5uVq3bl39sslk0hVXXKErrriixc8LGMnnDai6yq+UNFvwxgAQhgYMSdAJ2U4teX6X+g1OkNXK6ccA2ofJkyc3WL7++us1c+bMRu3i4uJUXd1wQsTDyz+cg6Wlc7V8n8Vi0TPPPNNg3e9//3uNHj1aW7ZsOeIle4etWbNGS5YsUUZGRtDnCqbFr/T/93//p8zMTOXl5emTTz7RmjVr1L9//xYPeQLRzO32SpLinNF1LQGA9sNkMunc6V1Usr9W32w4GPwHACBCLF++XJ9//nn949prr22yXVZWlsrLy+vPxpQOzXydnp6uhISEBm2zs7O1efPmBuuONrfL9+3Zs0fz5s2rv82gpPrRULs9+HXnsbGxDU6tPR4tLh4//fRT3X333fVVckJCgu666y6tXr26VQIB0cB90CtbrFlWK6esAohcnbvadfPdfdV3UELwxgAQIZxOp+Lj4+sf359w8/syMzM1bNgw3X///XK5XNq5c6cWLlyo6dOnN2o7depU5eXlafny5fJ6vVq+fLny8vI0bdq0oHmSk5P11ltv6aGHHlJtba1KS0t19913a/To0erRo0fQn//pT3+qBx54QKWlpcEPPogWF49+f+NrtEwmE9cZAi2QkmZTShp/MwAiX4fkGLldXm3+mtFHANFnwYIF8nq9OuOMM3ThhRdq7NixmjFjhiQpJydHy5Ytk3RoIp3HH39cixYt0vDhw7Vw4UI9+uij6tWrV9DnsNvtevLJJ7VlyxaNGTNGEydOVHx8vB5++OFmZXz55Zf1wgsv6JRTTlH//v0bPFqqxdc8jhw5UnfddZfuvvtuxcXFye1266677jqmm0wC0cpiNctuZtQRQPuwbk25ljy3S7fe2089esUZHQcAQiY1NVULFixoctv352qRpLFjx2rs2LFB9/n922oc1q9fPz399NPHlLGp/R2rFhePt9xyiy6//HKNGDFCSUlJKi8vV+/evfXXv/611UIB7VlpsUf+QEBJSYw8AmgfBg/roA//dUCv/H2nfn1nNrNIA0AYOTzIV1FRoZ07d2rAgAHyer1HPB33aFpUPAYCAXm9Xr311ltau3atSkpKtHv3bl155ZVRdxNR4FgEAgFVlNUxUQ6AdsViMemc87vob49u09r/lGn4KR2NjgQA+C+326077rhDb731lux2u1577TVdfvnlevrpp3XCCSe0aF/NvuaxqqpKP/nJT/SHP/xBVqtVo0aN0qhRo/TYY4/p0ksvbXQvEwCNeWr98noDFI8A2p3efeM14MRELf3HbtXWBL/vGAAgNP7whz+oqqpKb7/9tmJiYpSRkaHTTjtNc+fObfG+ml08/vnPf1ZMTIzuvvvu+nUpKSlauXKlvF6vFi1a1OInB6KN66BPJrNkd3A/NADtz6QfpevMczsrxsZrHACEi5UrV+qBBx5Qr1696ic6nTNnjvLz81u8r2a/ur/77ru67777lJKS0mB9SkqK7r77br3zzjstfnIg2rhdXsXFWbgeCEC71DHVppyRSfL5AvL5AkbHAQDo0N0yDl/fGAgEGq1riWYXjyUlJerZs2eT2/r3768DBw60+MmBaJPayaYOyUyUA6B9W/rCbv3t0e+MjgEAkDRq1Cjdc889qq6urh/AePjhh4/pbhnNLh7j4+NVVlbW5Lby8nI5HI4WPzkQbWLtFsXGcjoXgPatc9dYfflZuQo2VBodBQCi3u23366tW7dq+PDhOnjwoHJycvTZZ5/ptttua/G+mj3b6ujRo7V48WJdf/31jba98MILGjp0aIufHIgmxftrZbWaFJ/Q4jvkAEBEGTKsg/I+KtUrz+7Sb+7vL4uVU/UBwCh2u10zZsxQfn6+evfurbS0NOXk5BzT3TKa/Sn22muv1Y9//GOVlZVp8uTJSktL0/79+/X222/r1Vdf1fPPP9/iJweihc8XUHlpnZI6csoqgPbPZDLpnAu6aOH/bdGH/zqg087uZHQkAIhKTz75pB577DHV1tbWX+/odDr161//WpdcckmL99fs4rFXr1566qmndOedd2rx4sUymUwKBALKzs7WE088oUGDBrX4yYFoUVlep0BA3KIDQNTo2t2hUeM6qqK8zugoABCVXnnlFf3lL3/Rb3/7W5166qlKTk5WSUmJ3n//fT300ENKTU3VxIkTW7TPFp0/d9JJJ+mNN97Qzp07VVpaqrS0NHXt2rVFTwhEo7ISj6xWk2JiOHULQPQ4Z3oXWa1c5w0ARnjhhRc0b948nXnmmfXrOnfurJ/85Cfq0KGDnnvuuRYXj8f0ip6RkaETTzyRwhFohkAgoNLiOsU5uUUHgOhiMpnk8fi14o292rrZZXQcAIgq27Zt02mnndbktgkTJmjr1q0t3idfBwJtLBCQMnvHKSGRiXKA77Pb7UZHQAiYTNLa/5Tppad3yu/n3o8AEComk0lWa9OfP202m2pqalq8T4pHoI2ZzSZ16BgjW5jcoiPgb5u2gNT83xmzxays7CyZTOHxd4G2YzabNOXCLtq1vVof/7vY6DgAgOPAUAjQxt54ebcqysJnwgiTWVr5zn6Vlx49U1LHGGZIRIs19/dLCsgRF9DZ52WEJBeMlZEZp2Gjk7Xs5SLljExSQiIzTwNAW/N6vfrnP/95xO0+n6/F+6R4BNqQ2+XVu8v2qccJcTKH0eWO5aV1Ktlfa3QMtFPN+f0KKCBnPEPb0WTi1M7a+GWFVq8q0VlT0o2OAwDtXmpqqhYsWHDE7SkpKS3eJ8Uj0Ia+/qpSgYDUISlGByvCZ/QRAELNmWDVjFt7q1uGw+goABAV3n///VbfJxebAG0of12FunS3h831jgBgpJS0WNXWBvTt1wfl8zJ5DgBEGj7RAm3E7w9o0/pK9R2UYHQUAAgbpcW1evT+zXr/nf1GRwEAtBDFI9BGfL6Azjm/i07M7WB0FAAIG8kpNo0al6Llr+5RyQGuvQaASELxCLSRmBizho1OVqd07mUHAN93xjmdZHeYteS5XUZHAQC0AMUj0EbeXrpHO76rMjoGAIQdu8Oic6Z30VefVyj/iwqj4wAAmoniEWgDFWV1enPJHh3YxylZANCUgUMTdd7F3dS7r9PoKACAZqJ4BNrApq8qZTJJWf3jjY4CAGHJZDJp+Jhk+f1SldtrdBwAQDNQPAJtYOOXFeqe6ZAznlupAsDR7Njm1m9nbtCWb1xGRwEABEHxCLQynzeggg2Vyh7ALToAIJj0rnald7Vr8ZPbVVfnNzoOAOAoKB6BVub1+nXqWZ00cGii0VEAIOyZzSad99OuKt7n0buv7zU6DgDgKCgegVYWa7do/MQ0de7CLToAoDk6d7Fr3FmpenfZXu3azizVABCuuCALaGUr392vjJ4OpXaONToKAESMUyemyVXpky2W77UBIFzxCg20orISj5Y8u0tFu2qMjgIAEcVqNeu8n3RVfIJVfn/A6DgAgCZQPAKtaNP6Q7fo6NOP+5YBwLHYs7ta99y8STu+4/RVAAg3FI9AK9q4vkI9esUpzskZ4QBwLDokx8hqNem5RduYfRUAwgzFI9BKvF6/CjYcVNaAeKOjAEDEslrNOv/Sbtq7u0bLX9tjdBwAwPdQPAKtxFPr14gxHTVgCLfoAIDj0aW7Q2ec00nvvbFPhQUuo+MAAP6Lc+uAVhLntOqc87vI52OiBwA4XuPOTNO+olr5A7ymAkC4YOQRaCV5H5eorMRjdAwAaBfMZpMuujxDXbs7FKCABICwQPEItILyMo/+/uft+q7QbXSUiBJo4VwYLW0PIPJVVXn1yNzNWru61OgoABD1OG0VaAWHb9GR1Y/JclrCZJZWvrNf5aV1QdsmdYzRaWd3CkEqAOEkJsYku8OiF/+2Q736OJWSFmt0JACIWow8Aq1g0/pKdc90KC6e72Naqry0TiX7a4M+mlNgAmh/TCaTpl3cVXaHRU8t+E5eL6cgAIBRKB6B4+TzBVSwoVJZ/ROMjgIA7ZIjzqKLLs/Qru3Vev3FIqPjAEDUYpgEOE7VVT71G5yofoMpHgGgrWRkxmnSj9MVE2MyOgoARC2KR+A4xSdYddFlGdyiAwDa2OjxKTLJJJ83oIACslo5gQoAQolXXeA4bfyyQm6X1+gYABAVAgro7X/u0Z/u/lZ1Hq5/BIBQCrvicdmyZcrJyWnwGDRokAYNGtRk+6uuukqDBw9u0P7DDz8McWpEq4ryOi384xZ9nV9pdBQAiBq9sp0q2lmtF5/ewT0gASCEwu601alTp2rq1Kn1y/v27dP555+vW265pcn2GzZs0FNPPaURI0aEKiJQr+C/RSOT5QBA6HTLcOi8n3TVkmd3q+cJTo07M83oSAAQFcKuePy+QCCgW265RaeeeqqmTZvWaPvOnTtVUVGhAQMGGJAOOHSLjm49HIpPCOs/JQBod3JGJGv3jhq98txOZfSKU68+TqMjAUC7F9afeF9//XUVFhZq4cKFTW7Pz8+X0+nUjTfeqPz8fKWmpuqyyy7T9OnTm2zv8Xjk8Xjql91utyTJ5/PJ5/O1/gFEgcP9Fo395/cH9HV+pXJPTpbfd+TrbswWsw5dpdOcU6sOtWlqf63V183Pc+QsraW1+qY1Nbef6cfjzPK9zW39bxqJwu11I1xNnNpJcU6z0jrHGHqM7b2fwwX9HBrR3M/ReMwtFbbFo9/v15///Gf98pe/VHx8fJNtPB6Phg4dqhtvvFFZWVlas2aNZs6cKafTqUmTJjVqv2jRIj322GON1m/cuFF79+5t9WOIJvn5+UZHCLnqKikxWYpxHNDGjQeabGO325WVnaXqqmq53TVB9+msOvThb8uWLaqpabp9QUHBMWduSZ7mZDkebdE3relo/Uw/tlKWBHubZYlk4fa6Ee7SuklfrtuvmmrJmSDZYo3LEo3vhUagn0MjGvu5pKTE6AhhL2yLxzVr1mj//v1HHEWUpPPOO0/nnXde/fKYMWN03nnn6e23326yeLz22mt1+eWX1y/v27dPkydP1sCBA5Went6q+aOFz+dTfn6+Bg8eLIvFYnSckBs82CufN/jIgCPOIacz+PxUjrhDn3p69+7daJvP51NBQYH69et33H3dnDxHy9KaWqNvWlNL+pl+PI4sAUnyt3mWSBZurxvhzOv16+H7tqhrhl3X3NhLFkto7wUZ7e+FoUI/h0Y09zODScGFbfH47rvv6swzz1RcXNwR2yxZsqTRKKPH41FsbNNfO9psNtlstvpll8slSbJYLFH3x9HaorEPt21xK6GDVRZLcyYtNsmk5nyYOdTGfJR9WiyWo25vnubkCZ6ldbRe37Sm5vUz/XisWQKm/33pEqp/08gTbq8b4ctmMetHP+2qZ/+8XUtf2KMLf9FdJlNoC0gpOt8LjUA/h0Y09nO0He+xCNt3ks8//1zDhw8/ahuXy6V7771XmzZtkt/v1wcffKA333xTF110UYhSIlq5Dno1/85v9GVeudFRAAA6NOv1lAu76sP3DmjlO01fSgAAOD5hO/K4a9cuderUqdH6nJwc3X333Zo6dap+8YtfqKqqStdff71KSkqUkZGh//u//1Nubq4BiRFNCjZUKhCQsvo3fT0uACD0RozpqNJij95eukcjx3aUMz5sP+YAQEQK21fVdevWBV1vMpk0Y8YMzZgxI1SxAEmHbtGR3s2uxKQYo6MAAL5n4rTOGjWuo2y2sD25CgAiFq+sQAv5/QFt+qqSUUcACEMmk0lJHW0qL6vTEw9v1dbNLqMjAUC7QfEItJDroFcJiVZlD6B4BIDwFVB5qUd//uMW7d5RZXQYAGgXKB6BFkrsEKMbfputE7IpHgEgXMXYzPrZtT2V1DFGj9xfqN07qo2OBAARj+IRaKGSA7Xy1vmNjgEACMIRZ9Hl12eqQ5JVj9y/WRVldUZHAoCIRvEItEB1lU93/XqjPv+0zOgoAIBmiHNadfn1mTp9Uic547mHGwAcD4pHoAUKNlTK75dOyHYaHQVtyG63Gx0BQCuKc1o1alxHud0+5X1cqu1b3UZHAoCIRPEItMCm9ZVK6xyr5BSb0VHQygL/PRPZbDErKztLZgsvj0B74/P59cGK/Xpk7mZ9u/Gg0XEAIOKE7X0egXATCAS0cX2lBg5NNDoK2oDJLK18Z7/KSz2qrqqWI84hydRk2+49HRp+SsfQBgRw3Mxmk34xo6deeGKnHv9Doa6Y2Usn5iYZHQsAIgZfrQPNVFnuVSAQ4BYd7Vh5aZ2K99dq/74aFe+vVckRHgcrvUZHBXCMYmMtuvTaHuo7KEFPPrJVX35WbnQkAIgYjDwCzdQhOUa/mddfdcy0CgARzRpj1sVXZOj95fvVLYNrnAGguRh5BJqpyu2V33fotCcAQGQzm02acG5nxcSatbeoWi/+bYdqa3xGxwKAsEbxCDRDTbVPt8/I15druUUHALQ3RTurtebjUj14z7cqOVBrdBwACFsUj0AzfLPxoLzegLr3dBgdBQDQyk7Ijtc1N/aS2+XVA78t0Mb1FUZHAhAhSkpKNGPGDOXm5mrkyJGaO3euvN6m50ZYtWqVpkyZoqFDh2rSpElauXJlk+3uu+8+zZkzp8G6qqoq3X777Ro5cqSGDRumW2+9VW536G87RPEINMOmryqVkmZTSlqs0VEAAG2gS3eHrrutjzIy4/TXB7eqoqzO6EgAIsDs2bMVFxenjz76SEuWLNHq1av1zDPPNGq3bds2zZw5UzfccIPWrl2rmTNnavbs2dq3b199m7KyMt1888167rnnGv38vffeqz179ujdd9/VihUrtGfPHs2fP78tD61JFI9AEIFAQJvWVzLLKgC0c444i352bQ9dfWMvxdhMqqvzqbzMY3QsAGFq+/btysvL0y233CKHw6GMjAzNmDFDixcvbtR26dKlys3N1YQJE2S1WjV58mQNHz5cL730kiTJ7Xbr7LPPVmJioiZOnNjgZ6urq/XGG29o1qxZSkpKUkpKim6++Wa99tprqq6uDsmxHkbxCARRUV4nV6VXWQMSjI4CAGhjZrNJ3XvGyePx660lezT3tq+1Lo/r3YFo4na75XK56h8eT9NfIm3evFlJSUnq3Llz/brevXurqKhIlZWVDdoWFhYqOzu7wbo+ffqooKBAkhQbG6u33npLd9xxh+Li4hq02759u+rq6hr8fO/evVVTU6Nt27Ydz6G2GLfqAIJISrbpzj8NkM8fMDoKACCERozpqKJdNXryke80alyFzv9Zd8U5+egEtHeTJ09usHz99ddr5syZjdq53W45HA3nwzi8XFVVpcTExKO2tdvtqqqqkiRZrValpqY2mcflcklSg6Ly8L5Cfd0jr4BAEF6vXyaTSRaL0UkAAKEUF2/VT67M0BefluutV/do0/pK3T6vvxI7xBgdDUAbWr58eYPRRJvN1mS7uLi4RqeNHl52Op0N1jscDtXU1DRYV1NT06jdkZ7n8L4Ptz/8PPHxob2sitNWgaOoqfFpzq/ymXkPAKKUyWTSsNHJuuF3WRpzeqpsNrP8fr8qyplQB2ivnE6n4uPj6x9HKh6zsrJUXl6u4uLi+nVbtmxRenq6EhIaXu6UnZ2tzZs3N1hXWFiorKysoHl69eqlmJgYFRYWNniemJgYZWZmtuDIjh/FI3AU3248qOoqnzp1YZZVAIhmHZJidMoZqaqp8WnNh6W688YNWv7aHnlq/UZHA2CQzMxMDRs2TPfff79cLpd27typhQsXavr06Y3aTp06VXl5eVq+fLm8Xq+WL1+uvLw8TZs2LejzOBwOTZo0SfPnz1dpaalKS0s1f/58nXvuubLb7W1xaEdE8Qgcxcb1h27RkdqJ4hEAcEivbKdGjUvRO//cq3tu3qjPV5cpwGXxQFRasGCBvF6vzjjjDF144YUaO3asZsyYIUnKycnRsmXLJB2a4Obxxx/XokWLNHz4cC1cuFCPPvqoevXq1aznufPOO5WZmakpU6bo7LPPVvfu3XXHHXe02XEdCdc8AkcQCAS08csK9RvELKsAgP+xOyw6+7x05Z6crHeW7tXf/7xDY86ScnKMTgYg1FJTU7VgwYImt61bt67B8tixYzV27Nig+3zggQcarYuPj9e9996re++999iCthKKR+AISg54VF5ap+yBFI8AgMZSO8XqZ9f21HebXao4+J2qq336dFWx0rvaNeDERJnNJqMjAkCrongEjiC1U6x+/8cBsvBXAgA4ip4nxGnjRqmmyqcvPyvXd5vdSu9m14RzOiv35GTFxHCVEID2gVcz4Aj8fr/sdousVv5MAADBmc0mXTkrU1ff2EtJyTF6/q/bddevNzKpDoB2gzEVoAk11T7de+sm/ein3dSnX2jvnwMAiFwmk0mZvZ3K7O3U/r012vqtWx6PXz5/QC8/s1Mn5iZp4NBERiMBRCSKR6AJ32w8qPLSOnVMbfq+PgAABNMp3a5O6XZ5vX4VH/Bo945q5X1cKkecRSeNTNLwUzoqqz/X1QOIHHztBTRh45cVSu1ko3gEALSKpGSbZtzaWzf8to9GjOmojesr9dIzO+XzBhQIBPR1fqXqPJzeCiC8MfII/EAgENCGLys18MREo6MAhgv4JRNfMx43+hGHdepi11lT7Zpwbie5Kr06eLBOxftr9dgDhYqxmZTdP0H9hyRqwImJ6pQeK5OJGVsBhA+KR+AH9uyuUUVZnfpyiw5AJrO08p39Ki+tC9q2e0+Hhp/SMQSpIg/9iB8ym01KTIqRJKWk2TTrt3307UaXNn99UEv/sVsr3tirex8ZJKvVpHV5ZcrIjFNKmo1iEoChKB6BH+jSza6b78pWQhJ/HoAklZfWqWR/bdB2HZJjQpAmctGPOBKTyaTOXezq3MWusRNS5an1q+RArVwHvaqt8etvj34nv1/qkBSjPv3i1btvvEaPT5EtluFsAKHFp2PgBwIBKZlrHQEABrHFmtWlu0OSFGs36zcP9Nf2LW5t21KlbVvc2ri+QsNOTpLZIr21ZI/sDov69ItXjxPimMUVQJuieAS+x3XQq0fmfqtpF3dV955xRscBAECOOIv6DU5Uv8GHrsX3ev3y1gXkqvNq945qFX7j0rKX/YqJMSmzj1MXX9FD6V3tBqcG0B5RPALfs+mrShXtrKm/DgUAgHBjtf5vdPGnV/eQzxfQ3t012lbo1neFbplMh+5X/NriXaqs8GpwTgcNzElUUjJn1QA4PhSPwPdsXFehrhl2JXageAQARAaLxaRuPRzq1sOhU05PlSTV1PjUMc2m3Tuq9Y+/7VAgIGVkOnThZRk6ISve4MQAIhXFI/BfPl9Am76q1MixzHIIAIh8o8alaNS4FFW5vfp2k0sF+ZWKiTHLU+vXpx+VyOcNaOTYjopz8nEQQPPwagH813eb3apy+9R3ELfoAAC0H3FOq4YOT9LQ4UmSpKoqr7YVurX2P2V6/cXdGjY6WWPOSFNm7zhuBQLgqJiSC/ivXllO/fKmE9Sth8PoKAAAtKmpF3XVrff21Wlnd1LBhoOaf+c32rbFbXQsAGGOkUfgv0wmKaMXM6wCAKJDfKJV4yemaeyZqdq+pUrJKTZVub167YXdGnhiooYOT2IkEkADjDwCkkoO1OqRuZtV3IwbeAMA0J6YzSb1ynJKkior6rR/T42efOQ7/emub/VdIaORAP6H4hGQtPHLSm391qX4BAbjAQDRy+6w6IqZvXTlrEzVVPs0/85v9OLTO4yOBSBM8EkZkJT/Rbky+zhld1iMjgIAgOFOyI7XjNt66/NPy2SSSV6vX9Kh24JwKisQvSgeEfVqanz6ZpNLZ0/rbHQUAADChtls0vCTD92+ynXQq7df26vi/bW65Oqe6phqMzgdACNw2iqiXkF+pXzegPoNTjQ6CgAAYatPP6f27KrRfbdt0trVpUbHAWAAikdEvX6DE3XZdZl8iwoAwFFkDUjQrN/2Ud+BCXr6sW166Zmd8vsDRscCEEKctoqoF2M1K6t/vNExAAAIe3aHRRde1l2ZfZwqYYZyIOpQPCKqbdvi1ople3XuBV0U5+TPAQCAYEwmk0aO/d+1kN9uPKiUtNj6230AaL/C8rTV5cuXa8CAAcrJyal/3HLLLU22XbVqlaZMmaKhQ4dq0qRJWrlyZYjTIpJ9+Vm5CgtczLIKAMAx8Pn8WvXeAT0y91t9+VmZ0XEAtLGwHGrJz8/XtGnTNG/evKO227Ztm2bOnKkHH3xQp556qlasWKHZs2drxYoV6tyZmTMRXP4XFeo7KEFmM9OOAwDQUiaTST//VU+9+txuPfnId/rxJR6ddnYnbucBtFNhOfKYn5+vQYMGBW23dOlS5ebmasKECbJarZo8ebKGDx+ul156KQQpEekO7KvV3t01zLIKAMBxiIkx68LLumvshFS9+vxurXzngNGRALSRsBt59Pv92rhxoxwOh5588kn5fD6NHz9eN998szp06NCgbWFhobKzsxus69OnjwoKCprct8fjkcfjqV92u92SJJ/PJ5/P18pHEh0O91sk9t/6tWWyWk06IStOfp+/zZ7HbDFLCiig5sxId6hNU3n8fr/sdrv8/uPL2vw8R87SWlqrb1ozS32UgBQwHSnX/xq19348ln03q/33Nrdl34SLNuvH77Vvy9cNHF0kvxe2pjPP7aSOKTHqN9jZJn1BP4dGNPdzNB5zS4Vd8VhaWqoBAwZo4sSJWrBggcrKynTbbbfplltu0V//+tcGbd1utxwOR4N1drtdVVVVTe570aJFeuyxxxqt37hxo/bu3dt6BxGF8vPzjY7QYjanNPoMqbDw6zZ7DrvdrqzsLFVXVcvtrgnaPtVsUsB/+INmQ2aLWVnZWY3WB/ySqYXnENTU1Mjtrj5qG2fVoQ+bW7ZsUU1N8Owt1dK+aUkeq9Wqvtl9Zba2rGNqamrkrjrUL+4jvI5IUm1NzKH2tbVyu4/cTmp5Px5X9iD/pi3N09J/o5b0iyQ5E+zNztLWjqXf/V6/vvn2G3m93qO2a+t+PJbXjeZmR8sc6cvraGJPlLZsKdI3BdJ3m6Uhw6XWPoM1Ej9zRKJo7OeSkhKjI4S9sCseU1NTtXjx4vplh8OhW265RRdeeKFcLpfi4+MbbPvhB46amho5nU3P9nXttdfq8ssvr1/et2+fJk+erIEDByo9Pb2VjyQ6+Hw+5efna/DgwbJYImvSmTqPX1WDQvMNkyPOIacz+IfSDh2cMpmlle/sU3lpXcONAam6uvrQFyb/fSPu3jNOw0/p2HT7Jhxub7fb5XQe/d3cERcrSerdu3fQ/R6P5vZNS/OYLeZj65c4k9xVVXLGxdX38w/F2g9lscfG6ggvN8ec+7iyB/k3PdY8zf03akm/HBos87c4S1tqSb8ndYzRaWd3Vt++fZu9/zbpR7X8deNYsuPofD6fCgoK1K9fv4h7L2wr+esq9PnHu2W3pejCX3RrlWsgI/kzRySJ5n5mMCm4sCseCwoK9Oabb+qmm26qf6HxeDwym82y2RrexD07O1sbN25ssK6wsPCI10vabLYG+3C5XJIki8USdX8crS3S+nD92nJtXF+hs89LD9FkOSaZjlSJ/KCdJJWXelWy39NgS0ABud01cjrN9fvqkGw7YvumHG7fvDyHtjc1mtG6WtY3LclzLP1SH8Wko+T6X6O26se2+Tc91jwt23dz2n//lOC2/x1rvub2e7j04/fbN/d1I3R/29HHYrHQr/91Ym6y6uqkpYt3K85p1XkXd2u1fUfaZ45IFY39HG3HeyzC7hUuKSlJixcv1pNPPimv16uioiL98Y9/1I9+9KNGxePUqVOVl5en5cuXy+v1avny5crLy9O0adMMSo9IseajEu3YWsUsqwAAtJHc0cma/ON0vffGPr335j6j4wBoBWFXPKanp2vRokX697//rREjRuj888/X4MGDdccdd0iScnJytGzZMkmHTnV6/PHHtWjRIg0fPlwLFy7Uo48+ql69ehl5CAhznlq/Nn1VqQEnMssqAABt6ZTTU3XapDQ54sLuIyeAYxB2p61K0ogRI/Tiiy82uW3dunUNlseOHauxY8eGIhbaia/zK1XnCWjAEIpHAADa2oRzDt1721PrV2VFnVI7xRqcCMCx4msgRJ31a8vVqUusUjvz5gUAQKh8/H6x5t72tXZ8F3wWYQDhieIRUefUiWk6d3oXo2MAABBVBp2UqLT0WP3lT1tUXtqciakAhBuKR0SdtM529e4bH7whAABoNTabWT+7tocUkP48f4tqa7ghOxBpKB4RVd5/e58+/vcBo2MAABCVEjvE6NJf9tD+vbVasYx76gGRJiwnzAHaQiAQ0PvL96vf4ASjowAAELW6dHfo6tm9lJEZZ3QUAC3EyCOixo7vqlRWWqf+zLIKAIChumY45PMFtOUbl77ZeNDoOACaieIRUWP92nLFOS3K7OM0OgoAAJD0zut79eQjW1VyoNboKACageIRUSEQCOiLNeXqNzhBFovJ6DgAAEDSj37aVbF2s/760FZ5PH6j4wAIguIRUeNHP+mmU05LNToGAAD4rzinVZdc3UP7imq05NmdRscBEATFI6KCyWRS777xSu9mNzoKAAD4ni7dHTrngi5a/3mFDlbUGR0HwFEw2yravUAgoMVP7NDAoYnqlcX1jgAAhJvc0ckaNLSDHE6L0VEAHAUjj2j3inbWaPWqEtXWci0FAADhyGQyyRFn0f69tVry/E55vbxnA+GI4hHt3rq8MtkdZvXpx6gjAADhrKzEow9XFOv1F4uMjgKgCRSPaNcOzbJapv6DE2W18usOAEA469bDoYnnddb7b+/Xpq8qjY4D4Af4NI12bc+uGu0rqtWgnESjowAAgGYYPT5FffrF67lF2+Q66DU6DoDvoXhEu9Yx1aaLLstQn37xRkcBAADNYDabdP7Pusnvlwq/Pmh0HADfw2yraNdssWYNye1gdAwAANACiUkx+vWdWUpMtBkdBcD3MPKIdmvPrmr9/c+c8nKsHHFmBVo42V1L27fEseQBcPza+nWgLf+uIzl7W4qUfomNtaiqyqs3XilS8f7a1tkpgOPCyCParc/+U6qNX1ZqyoVdjI4SkWyxFpnM0sp39qu8NPhNm5M6xui0szuFRZ7uPR0afkrHNssCRJOWvA4c/tsLl9eNSM7eliKpX7x1fq35qESFBS5dP+eEVtsvgGND8Yh2KRAI6LNPyjRwKLOsHq/y0jqVhNE3vs3J0yE5JkRpgOjQ3NeBw3974fS6EcnZ21Kk9Eus3aLzf9ZdTz7ynVatKFZyesgjAPgePlWjXfqu0K3SYo9O5HpHAAAiWq8sp0afmqI3XtmjilKj0wDRjeIR7dLa/5QpMcmqzD5Oo6MAAIDjdNbUzuqQFKMtXxudBIhunLaKdum0iZ3Uu69TZrPJ6CgAAOA42WxmXXNjprbv/MboKEBUY+QR7VJ8olW9+3JvRwAA2os4p1V+36Gzi/bsqjY6DhCVKB7R7rz+0m59sGK/0TEAAEAr8/mk5a/t1fN/3S6/P2B0HCDqUDyiXfF4/Fq14oCq3D6jowAAgFZmsUjn/aSrtm+t0sp3+KIYCDWKR7QrG9ZVqLbGrxOHMcsqAADtUc8T4jR6fIreeLlI+/fWGB0HiCoUj2hXPvukVN16OJTaOdboKAAAoI2cOaWzEjrEaMWyvUZHAaIKs62i3XAd9GrDlxWa/OMuRkcBAABtyBZr1mXX9VSnznajowBRhZFHtBvOeItm3NJHQ4cnGR0FAAC0sZS0WPn8Ae3c5lZZicfoOIhSJSUlmjFjhnJzczVy5EjNnTtXXq+3ybarVq3SlClTNHToUE2aNEkrV65ssP2JJ57QuHHjNHToUF166aXaunVr/bb169erX79+ysnJqX9ccsklbXpsTaF4RLsRCEhdutvliLMYHQUAAISAzxfQXx/6Ti88tUOBALOvIvRmz56tuLg4ffTRR1qyZIlWr16tZ555plG7bdu2aebMmbrhhhu0du1azZw5U7Nnz9a+ffskSUuXLtVzzz2np556SmvWrNHAgQM1a9as+t/r/Px8DR8+XOvWrat/LF68OJSHKoniEe3Ezm1V+uMd36i8lG8eAQCIFhaLSZPPT9em9ZX67D9lRsdBlNm+fbvy8vJ0yy23yOFwKCMjQzNmzGiyqFu6dKlyc3M1YcIEWa1WTZ48WcOHD9dLL70kSXr55Zf105/+VFlZWYqNjdVNN92koqIirVmzRtKh4nHQoEEhPb6mUDyiXVjzUYlKSzxK6BBjdBQAABBC/QcnasiwDlry7E4drKgzOg7aAbfbLZfLVf/weJoenNi8ebOSkpLUuXPn+nW9e/dWUVGRKisrG7QtLCxUdnZ2g3V9+vRRQUFBk9tjYmKUmZlZvz0/P18bN27UWWedpZNPPlmzZ8/W3r2hnzCK4hERz+v1K++TMg3N7SCLxWR0HAAAEGLnTO+iQEB6/aUio6OgHZg8ebKGDRtW/1i0aFGT7dxutxwOR4N1h5erqqqCtrXb7fXtjrbd5/OpU6dOGjNmjF599VW9+eabMplMuuaaa+Tzhfbe5sy2ioi38ctKuQ96lTMy2egoAADAAPEJVv3kygx16xFndBS0A8uXL28wmmiz2ZpsFxcXp+rq6gbrDi87nc4G6x0Oh2pqGt6XtKampr7d0bZbLJZG11H+/ve/1+jRo7Vly5ZGI5ptiZFHRLzPPy1Ttx4OpXdjum4AAKLVCdnxststOlhZp5rq0I7GoH1xOp2Kj4+vfxypeMzKylJ5ebmKi4vr123ZskXp6elKSEho0DY7O1ubN29usK6wsFBZWVn1+/r+9rq6Om3btk3Z2dnas2eP5s2bJ7fbXb/98Km0dntoP/9SPCLi/eTyDF10eXejYwAAAIN5fX7Nv/Mbvf7ibqOjIApkZmZq2LBhuv/+++VyubRz504tXLhQ06dPb9R26tSpysvL0/Lly+X1erV8+XLl5eVp2rRpkqTzzz9fzz//vAoKClRbW6s//elPSk1NVW5urpKTk/XWW2/poYceUm1trUpLS3X33Xdr9OjR6tGjR0iPmeIREc3nDcjnP3SvJwAAEN0sFpNGjkvRh/8qVuE3LqPjIAosWLBAXq9XZ5xxhi688EKNHTtWM2bMkCTl5ORo2bJlkg5NpPP4449r0aJFGj58uBYuXKhHH31UvXr1kiRNnz5dl112ma677jqNGjVKmzZt0qJFixQTEyO73a4nn3xSW7Zs0ZgxYzRx4kTFx8fr4YcfDvnxcs0jIpbfH9B9czZp5NiOGjUuxeg4AAAgDIwa11FffV6uF57crtvn9leMjbEStJ3U1FQtWLCgyW3r1q1rsDx27FiNHTu2ybYmk0lXXHGFrrjiiia39+vXT08//fTxhW0F/DUhYhVsOKj9e2rVpbsjeGMAANpQqK87ilZWa/BxD7PZpB/9tJuK93n0zuuhv5UB0J5RPCJiffSvA0rvalePXhSP4cARZ1bAb3SK8BNu/RJuedpSWx5nNPUjmvb93wGzxays7CyZLUf+WBUtvy/H8rfR3PZmi1l9s/s2q23nLnade0EXZQ9ICN4YQLNx2ioiUnmpRxvWVeic6V1kMnFvx3Bgi7XIZJZWvrNf5aXBb9LcvadDw0/pGIJkxgq3fmlJnkj/N2rLfo+mfkTTGv4OeFRdVS1HnENS4/ekpI4xOu3sTqEPaYBjfc1rTvukjladdnZn+X3NqzZHjOkok8kkr9cvs9kks5nPC8DxonhERNryrVuxdouGDk8yOgp+oLy0TiX7a4O265AcE4I04SPc+qU5edrDv1Fb93u09COOrLy0TsX7a+V218jpNMvURPEYjVr6t9e89oEW5/B6/Xroni3KGZmsCed0Dv4DAI6K4hERaejwJGVkOmSL5cxrAADQNIvFpK49HHpzSZFOzE1SWmdmZweOB5+8EXHKyzyqcnspHAEAQFBnnttZ8QlWvfDkdgUCLR+9BPA/fPpGxFn8xA49teA7o2MAAIAIYIs167yLu+nbTS59srLE6DhARKN4RETZu7tam9ZX6sTcDkZHAQAAEaJP/3idclqKLBajkwCRLSyveSwoKND//d//aePGjYqJidEpp5yiOXPmqGPHxrPVXXXVVVqzZk2D+/488sgjGjduXCgjI0RWvntA8YlWDT6J4hEAADTf5PO7yGI2KRAIMFM7cIzCbuSxpqZGV111lXJycvTxxx/rzTffVHl5uX7zm9802X7Dhg166qmntG7duvoHhWP75Dro1ZqPSjRybEdZY8LuVxcAAIQ5T51fzy3arjUfcfoqcCzC7hN4UVGR+vXrp+uuu042m03Jycm66KKL9NlnnzVqu3PnTlVUVGjAgAEGJEWoVZTVqUs3h0aO4X5pAACg5SwWk2qqfVry3C5VlAW/DyWAhsLutNUTTjhBTz75ZIN17777rgYOHNiobX5+vpxOp2688Ubl5+crNTVVl112maZPn97kvj0ejzweT/2y2+2WJPl8Pvl8vlY8iuhxuN9C0X9p6TG6enamJDX7BsHhwGwxSwoo0Kz7UwXq/9uo/f82KWAKBG///+3deXRUVbo28KfGVGWeE0gCCRmZhEAQNCiCzDMB2v6QQfqKNGG4eBVEabVbWoULMoiCtCKI0CIgyCBK0EbBi4IIIgQDGSFkTiqpJJWhhnO+PyIlZYIhUBPJ81uLtcg5O6fe/dapnfPWPkNLt39XbZ2t/Z1vu+k8OyYWx7e34bZvWm2rz7PVPnt33d6B7+kfjBu3m3d75PFe3weaHzds28+Wcp7PRgvb/7paEO4ujyOTgvDm69X46P2rePK/w3kK6+/Y89jO2bTFPreU0xWPNxNFEWvXrsWxY8ewffv2Ruv1ej169uyJp59+GtHR0Th16hTmz58PNzc3jBgxolH7TZs24a233mq0PDU1FYWFhTbpQ1tx4cIFm26/KA8QBMDLx6YvY3UqlQrRMdGoramFTlfXbPv6uoaHJdfV10Onq2myja6mpkXtW7p9e2zb1u3vatu/5vfmPDsslns5j7fR3s1DBQDIzMxEXV3zn4+WsMVn707bO8N7evP+7FbTcOB9O3m3dR5bEktL2XUfaGbcsGU/W8qZPhstbe/m3pDH7Ozsu85jz37A/x2txN6d5xHZ+a421WrZ+tjOGZWV8XTm5jht8VhdXY3nn38eqamp2L59O2JjYxu1GT9+PMaPH2/+uX///hg/fjw+//zzJovH2bNnY+bMmeafi4qKMHLkSHTt2hXBwcE26UdrZzKZcOHCBXTv3h0yG93CTBRFrNqbDheVFDPmdLTJa9ia2lUNN7fmzxJ3UTU8vFjl4gI3t9+tFBsOTNxcXQHJbbRv6fbvoq2ztb+rbbs2zrPDYrmX89hcexEAGg4EIyMjm9/4HbLKZ+8u2zv0PW1i3FC7NrRvSd5tlcc7iaWl7LIPNDNu2KOfLeUMn42WtlerG9pGRERAKr27K6+6dgWqNHlQylzQs2e7u9pWa2OPYztnxcmk5jll8Xjt2jXMmjUL7du3x549e5q8yyoA7Nmzp9Eso16vh4uLS5PtlUollEql+efq6moAgEwma3MfDmuzZQ7Tf6lCbk4tps/p+OupNvciCSS3qkR+1+5W7c2nQklw07pbt2/p9u+urbO1v/NtW/73Vr/LPN5t+5tP7bPt57p157G59n80brQs77aN/V7fB5ofN+zRz5Zyhs9GC9v/uloqlVoll5NnhEIhl0IqlfLU1Sa0xePjttbfO+FMoxgAQKvVYsaMGejVqxc2b958y8IRaCj+li1bhkuXLkEQBHz99dc4dOgQHnvsMTtGTLb2xaeFCA5RIbqzu6NDISIiolZCKpXAaBJw9FARTn/L0xWJbofTzTzu3bsX+fn5+Pzzz/HFF19YrDt37hzi4+Pxj3/8A2PHjsWMGTNQU1ODefPmoaysDGFhYVixYgUSEhIcFD1ZW3aGDmkXq/Dnv4RBKuW3gkRERGQ9EokE17JrcGR/JaI7e8DHT9n8LxG1YU5XPM6cOdPiusTfO3funPn/EokEycnJSE5Otkdo5AC+/goMHRuErj09HR0KERERtUKjJrZD1mUdtr2Tg/nPR/PLaqI/4HSnrRLdTKWSYcDQAA7kREREZBNqVxkmTgvBlUvV+PpIsaPDIXJqLB7JaX285Rq+/U+po8MgIiKiVi4y1h2JA/1w6XwlRPF2nk9J1DY53WmrRABQmF+HE1+VYuxj7R0dChEREbUBQ8cFQSaTQhQB3nyVqGmceSSnlHKgEB5ecvTq6+3oUIiIiKgNkMulkEiAi+e0OHqoyNHhEDklFo/kdPKv1+L0txo8PCQAcgV3USIiIrKfq1k6fPpRHn65UOnoUIicDo/Myemc/lYDHz8l+iT6ODoUIrIhtbsMonD77VvSlm5N7SplLu8BLX2P+J5aT+Igf0THueODjTmo1BocHQ6RU+E1j+R0ho8LQq9+3pDL+d0GUWumcpFDIgWOfVGMCs0fH6CFdlSjT6LvbbW9uT01pnSRtTjvZH+3+x4BgLevAgOHB9ohqrZBKpVg4vQQvPV6JrZtzEHy4ije9Z3oVyweyWmIooirWTXw8VPC00vh6HCIyE4qNAaUFdf/YRsvH8Vtt725Pd1aS/JOjnG7+ztZn4enApOmh2D/zgJoyw3w8VM6OiQip8CpHXIaF89psfKly7iWrXN0KERERNTGRXf2wMK/RcHdg3MtRDeweCSnIAgi9u/MR6cYN4R2VDs6HCIiIiLIFVIU5tfhvXVZqK4yOjocIodj8UhO4fvjZSjIq8PQsUGQ8OFKRERE5CRMJgGXU6uw5e1sCILo6HCIHIrFIzmcrtqIT3fmo2cfL4SFuzo6HCIiIiIzb18l/vREKC5frMLn+wocHQ6RQ7F4JIdTKKTo95Avho0PdnQoRERERI1Ed/bAoJGB+HxfIVLPax0dDpHD8ApgcihRbDj9Y9BI3mKciIiInNcjwwJQkFuHKi2vfaS2i8UjOYwgiFj/ejq6xXuh9wM+jg6HiIiI6JakUgmmzAqDTCaFIIgQBUAm530aqG3haavkMKdOaHDlUjV8A/jsJCIiInJ+EokEgiBi7448/GttJm+gQ20Oi0dyiEqtAfv+fR09ErwQEeXm6HCIiIiIbltYhBqpP1Xi4K58R4dCZFcsHsnuRFHEzvevAQBGTWzn4GiIiIiIWia2qweGjQtGysEinDpR5uhwiOyG1zyS3Rn0IurrBIx9rD3cPLgLEhER0b2n/6N+KCmqx/Z3ryKwnYpnUlGbwCN3sjuZTIKpsztAIuFF5kRERHRvkkgkGPfn9ggMdkG7UBdHh0NkFzxtlexGFEXsePcqzp8pZ+FIRERE9zyZTIL+j/qjvk5EdroOmlK9o0MisikWj2Q3J4+V4eTXZajXC44OhYiIiMhqTCYBH/4rB2+vyEB1FZ8DSa0Xi0eyi9ycGuz6IBd9En3Qubuno8MhIiIishqpVIIp/9UB1VVGrH89HTU6FpDUOrF4JJur0Rnx3rosBLVXYdQk3l2ViIiIWh//IBfMnBcOTakeb/9vBupqTY4OicjqWDySzVVWGKBSy/Dnv4RBoeAuR0RERK1TcIgKT8wNR5XWCE1ZvaPDIbI63m2VbEoURXj5KPHXZzvxJjlERETU6oV0UOO//xYNFxcZ6utMEEVApZY5Oiwiq+A0ENnMzz9WYOXLl6Epq2fhSERERG2GTCaB0Shgy9s5vAaSWhUWj2QTOZk6vP9WNtzd5VC78ts2IiIianseGuyP4sJ6rP1nOqq0BkeHQ3TXWDyS1ZUU1WPjyky0C1Vj8oxQSKWcdSQiosbUrlKILXh6U0vatiUtzSPZT0gHNZ5cGIHKCgNWL7uC0mJeB0n3Nl7zSFZl0AvY8L8ZcFFLMfWpDlAo+f0EERE1Tekig0QKHPuiGBWaP56VCe2oRp9E39tqe3P7tuBO8kj2E9ROhVlPR2Drhqv46YcKDB4V5OiQiO4Yi0eyKplcgoHDAxDSUQ03d+5eRETUvAqNAWXNzMh4+Shuu+3N7duSluSR7MsvwAVzF0dCpZLBYBBQXqZHYLDK0WERtRinhcgqqiqNOPFVCXRVRtyX4A2/ABdHh0RERETkNFRqGSABfrlQiVeevYQvPi2AIIiODouoRTg1RHetVgesfz0D1VUmRMa4wZUzjkRERERNCu2oxiPDA3BwdwGyM3SYMSccrm48dqJ7A2ce6a6UldTj8C5AV2XCkwsiWDgSERER/QGpVILBo4Iw7a8dkXlZh+VL01BUUOfosIhuC4tHumP512vxxt/TYTIB/zW/IwKCeaoqERER0e2I6+aB5MWRCOmghisfa0b3CBaPdMe8vBXoGu+JIeMBv0AWjkREREQt4euvxGMzw2ASRFzL1mHDygyUlfBxHuS8WDxSixiNAg7sykN2RjUMBgGjJ7aDC28WRkRERHRXtBUG5F2rxatLfsGJr0p4Mx1ySiwe6bYVFdRh1d8v4+jBImRcrnZ0OEREREStRli4K+Y/H4Vu8V7Y+X4uVr18GYV5tY4Oi8gC725CzRJFEd99U4bd267Dw0uO2c9EIrSj2tFhEREREbUqKrUMSY+HoFc/b3yxr9C8XBBESKUSB0ZG1IDFIzWrRmfEvn/noXsvT4ya1A4uLryom4iIiMhWwiPdMPuZTpBIJCgv02P96+no/YAvHh0Z2PC8SCIHYfFITaqvM+HooSIkPuIPmUKC+S9EwdNL4eiwiIiIiNoEiaRhprG+3oSozu5IOVCIb46WYOiYIPQf5M8ikhyCxSNZ0OsFfPtVCVIOFqG2xgT/QCXiunuycCQiIiJyAJVahpFJ7fDgQD8c+7wEBz7Ox4WzWjz9YoyjQ6M2iMUjmV04q8W/37uK6ioj4vt6Y+DwQPj4KR0dFhEREVGb5+2jxIQpIRg0IhDV1UZUVxmRn1uLb78qReIgf0R3dud1kWRzLB7buKL8OtToTAiLUMNFJUFknDsGDg+AXwCf20hERETkbLx8FPDyUcBoFKAt1+Nadg1+fC0d/oFKPDDADwkP+sKfz98mG2Hx2AZVVxnx0w8VOHNSg/RfqhHd2R1PzA1HYDsVJk0LdXR4RERERHQbort44L87u+NqZg1+OFmOIweKUF8vYMzk9qiuMkJXZURwiMp8/STR3WLx2Ebo9QKUSiky0qqw7rV0iAIQGeuOydND0S3e09HhEREREdEdkEgkCI9yQ3iUG/R6ASajiEqtAV8fKcHRg0Xw8VOgaw8vdL7PA1FxHnD34OE/3TmpowNoSllZGZKTk5GQkIC+ffvi1VdfhdFobLLtN998gzFjxqBnz54YMWIEjh07ZudonY8oiigrqccP/6fBx1uu4R/PpGLzm1nQVRvh7aPEqKR2WPJqHGbOC0fP+70hVzjlbkBERERELaBUSqF2bbgLa+JAP8xI7oi47p745WIl3l2bjUN78iEIIirK9Tj5dSlyc2pgMooOjvreZs265d1338XDDz+Mnj17Ytq0acjKyjKvq6mpwfPPP4++ffuid+/eWLx4MXQ6nU371hSn/Oph4cKFCAoKwokTJ1BaWoo5c+Zg69atePLJJy3a5eTkYP78+Vi9ejUeeeQRpKSkYOHChUhJSUFQUJCDorcvg0FAWXE98nLr4B+gRIdOrjhzshxbN+QAAPwDlQiPckOXHp4wGATIlRL0G+Dn2KCJiIiIyKYUSiliunggposHgHaoKNcDIlCpNSD1p0p8tPkaRBGQyyVoF6ZC5+6eGPdYCABAqwEMegEyPg6kWdaqW/bt24cPP/wQmzdvRocOHbBmzRosWLAABw8ehEQiwbJly1BQUIAjR47AZDJh4cKFWLVqFV5++WW79tfpiserV6/i9OnTOH78ONRqNcLCwpCcnIyVK1c2ehP27duHhIQEDB48GAAwcuRI7N27Fx9//DEWLFjgiPCtShBE6KqMqNQaUVVpQHmZAd3iPeHhqcDRg4U4/mUpysv0EH/9wmjAUH94+yrRLkyFqbM7oEO4K9x4agIRERFRm+ft89sd9Lv29MSLqzqj8Hod8nLrUHC9FnW1AqqrjKjRGfDJVgn2fnABXj4K+AUo4eOnxP/7Sweo1DJkXamGySTCw0sBD0851K6yNnuXV2vWLbt27cKUKVMQHR0NAHjmmWewa9cunDp1Cj169MDBgwexbds2eHt7AwCeffZZTJ8+HYsXL4ZarbZbn52uskhPT4e3t7fFzGFkZCTy8/NRWVkJT8/frs/LyMhATIzlM26ioqKQlpZmt3itRRRF/PyjFt99U4ZZCztBFEX8/X9SUV5msGj31NOdEBHtBrWbDF17esIvUAn/ABcEBrvAzUMOESLcPeTo3J3XMRIRERFR01xcZOgY6YaOkW7mZUajAEDEwNEivDzao0JjRHmZHmXFetTVmmA0itiz/TquZtaYf0ciAaY82QF9H/LDhbMVOH60BCq1DCq1DC4uUrTvoMZDjwbAZBRx4j8lUCqlUCikkCskkMsliOvuCcU9egmVNeuWjIwMzJo1y7xOoVAgPDwcaWlp8Pb2hsFgsPj9yMhI1NXVIScnB507d7ZVFxtxuuJRp9M1qp5v/FxTU2PxJjTVVqVSoaamBk3R6/XQ6/Xmn6uqqgAAhYWFMJlMVon/TunrRWxYlQMAmD+tAABgEoDRk/3h6S3DZ3vKoC03YtPqi+bfGTLWFxHRHrhwVoN312osthcaocKfZgTBaBTx5j+vNXq9WU+HwMNLjgO7SpFxyfJ86cTB3ujb3wsZaTU4sLPEYp1fgAIz5rYHAKx/PReGegEiREhwBgDw+OxgBLVzwVefaXD+hyqL3+3VzxOPDPdBXm4dPt5cZLFO7S7DnGcb7vS6+c18aDWWRfOEqYGIiFLj5NcV+P5rrcW6uB7uGDnBD+VlBmxZn9+or//z944AgH9vLkRhbr3FuuFJfuhynzt+Ol2J/xwut1jXMVKNidMCUVcnYMPy3Ebb/euiULi6yfDpRyXIumy5zw0Y5oPeD3jicqoOn+0uhXDT5QQqtQSRcQoAwKWffps5BoDM9FKERhghVWpRWlqDCo1gsV0vXxF+ASboqgXkZBiRmV6KLw/lQBABuQKI7dbwreLli3oYLVOI8Cg5RIkB+z4ux6lvLXPo4ytF+45y1NeKyEgzmGP58lAOAKBzz4btZqQZUF9reW1EaLgcXj5S5GTp8MLcHIu+enhJ0KGTAgaDiCsXLQPKTC9F5x6AVKlFQYEOuirL7QaHyuAXIEOFxoS8qyaLvqpdJegU25DD1HN6/F5gWD00Ggmy0otQUmR53UFAsAyB7WSorhRwNdNo0VelSoLIWAVEaR1y0mvx+2EhIloOV3cp0lKrzLHc4OsnRbsOctTqBGRd+e01M9NLcfzLa4h/wBUubnqkXzJAX2/Z1w6d5PDwkqKk0ISjh0ottu3pLUVYhByGehFXLv3uTQXQIdoAjUaCX1ILUVluGXD7MBl8/GXQlJpQkGuy6Ku7twxh4TIIgohfzjfebkxXBUSJAVs2lOLyxWrL/LaTISBYhkqtgNwsy76eO52PqK5KuLjp8ct5PQTLXRiRsXKoXKUouGZEZrqAE18WmvvqFyBFcKgcNdUCstMt37drV8vQs68EUqUWV3OqYfjd294xUg53TymKC0woKbTcX7x8pQjtKIe+TkT6L4372jVeCVFiwPoVhci7WmexLqSjDN6+MpSVmFB4/bf8ZqaXIiOtGEFhUshd6pF2ofF2Y7spIFdIcO60ttH+EhQig3+gDNpyAddzLPtaVFRu7mtmerXFGAEAUXEKuKglyLtqRIVGsOirf6AUQSFy6KoaxogGIoBa8xghSgx47YXrqKywfN3wKDncPKQoyjOitFgw9/PLQznwD5YjIFhqMUbcIJEAXX4dI747Xt6orzfGiNIiE4ryLfdRbaUWPftKYBLLkXGl8d/uuPsUkMkkyMkwWPQTaDxG3EztKkFEXMNn49S3eY22G91ZAaVKgus5RmjLLfvaPlwJL29YjBE3KJRATNeGvh47Uva7voqIiDLA1UOKwlwjykp/2/kzrgAGYzUGjfBGUUE9dmwqtNiuUiXFvCVhAICtb+dDU9KQ4xvbvnmMKC6w7KuntxQRcQbkZAlN9rVzDwWkUgmy0w2oqRYt8tjUGHGDq7sEEdEKGAVDo7EdaBgjFEoJcrONqKz4ra+Z6aWoq9dCqjSg3lhnMUYAgNJFguguDeP3L+f1jd7Xm8cITZnlAKKrUUCjcUFutg4fv19ssa61H0fcLKCdEtNmtwMArF12DYLJ8s2ZkdwOfoFKHDlQhtSzluN3n/5eeGiwN3Kz67D7A8tjMXcvOZ56OgQmwYRvv9RBX5tpsf7cD1KERajg6V0Po8ky3v98kYPA9rW4fKkSqT9b5gEAQsLrUVdrwkfvN87DiCRfJDzo6RR3hC0paTjuraqqgru7u3m5UqmEUtn42efWrFv+aH11dcP76Orq2uh17H3do0QUf/9nybGOHj2Kv/3tbzh16pR52eXLlzF27FicOXMGHh4e5uVz5sxBeHg4nnvuOfOy5cuXIzc3F2+//Xajba9fvx5vvfWWbTtAREREREStxrx58zB//vxGy61Zt/Tu3RurVq3CwIEDzeuTkpIwbtw49OnTBxMmTMDZs2fh5tYwU1xdXY3evXtj//79iIuLs0W3m+R0M4/R0dGoqKhAaWkp/P39AQCZmZkIDg62eAMAICYmBqmpqRbLMjIy0K1btya3PXv2bMycOdP8s9FoRFZWFoKDgyGV3pvT5Y6m0+kwcuRIHD582Lwzk20w1/bBPNsH82wfzLN9MM/2wTzbR1vOsyAIKCgoQGRkJOTy38qkpmYdAevWLdHR0UhPTzcXjwaDATk5OYiJiUFERAQUCgUyMjLQo0cP8+vcOLXVnpyueAwPD0fv3r3x2muv4ZVXXkF5eTk2bNiASZMmNWo7duxYbNmyBYcPH8bQoUORkpKC06dPY+nSpU1uu6kp5169etmkH23FjWn0oKAgi+l9sj7m2j6YZ/tgnu2DebYP5tk+mGf7aOt5bt++/W23tWbdMnHiRKxfvx4PP/wwIiIisGbNGvj7+yMhIQEKhQIjRozAqlWrsG7dOgDAqlWrMHr0aKhUKut0/DY55XTbm2++CaPRiEcffRR/+tOf8NBDDyE5ORkAEB8fjwMHDgBouFD07bffxqZNm9CnTx9s2LAB69evR0REhCPDJyIiIiKiNsBadcukSZPwxBNPYO7cuejXrx8uXbqETZs2QaFouEb45ZdfRnh4OMaMGYPhw4cjNDQUL730kt3763TXPNK95cb51j/++GOb/HbKnphr+2Ce7YN5tg/m2T6YZ/tgnu2DeaY/4pQzj3TvUCqVmDdv3i3PBSfrYa7tg3m2D+bZPphn+2Ce7YN5tg/mmf4IZx6JiIiIiIioWZx5JCIiIiIiomaxeCQiIiIiIqJmsXgkIiIiIiKiZrF4pBbTaDQYMmQITp06ZV52/vx5TJ48GfHx8Rg0aBB2797twAjvbWlpaZg5cybuv/9+JCYmYvHixdBoNACYZ2v77rvvMHnyZPTq1QuJiYlYtmwZ6urqADDX1mYymTBt2jQsWbLEvIw5tq7Dhw+jS5cuiI+PN/9btGgRAObamioqKrB48WL07dsXffr0QXJyMoqLiwEwz9Zy4MABi/04Pj4e3bp1Mz9MnXm2ntTUVDz++ONISEhA//798c9//hN6vR4A80y3IBK1wJkzZ8TBgweLMTEx4vfffy+KoihWVFSI999/v7h9+3bRYDCIJ0+eFOPj48Xz5887ONp7T21trZiYmCiuW7dOrK+vFzUajThr1ixx9uzZzLOVlZWVid27dxc/+eQT0WQyiUVFReLo0aPFdevWMdc2sHbtWjEuLk587rnnRFHkuGELy5cvF5csWdJoOXNtXVOnThXnzp0rarVasaqqSpw3b5741FNPMc82VFhYKCYmJoqffvop82xFJpNJTExMFD/44APRZDKJBQUF4rBhw8S33nqLeaZb4swj3bZ9+/bh2WefxdNPP22xPCUlBd7e3nj88cchl8vxwAMPYMyYMdixY4eDIr135efnIy4uDnPnzoVSqYSPjw8ee+wx/PDDD8yzlfn6+uLkyZNISkqCRCJBRUUF6uvr4evry1xb2XfffYeUlBQMHTrUvIw5tr4LFy6YZ2Zuxlxbz8WLF3H+/HksX74cnp6ecHd3x7Jly/Dss88yzzYiiiIWLVqERx55BOPGjWOerUir1aKkpASCIED89eELUqkUarWaeaZbYvFIt61///44evQoRo4cabE8PT0dMTExFsuioqKQlpZmz/BahU6dOuG9996DTCYzLzty5Ai6du3KPNvAjYcfDxgwAGPGjEFAQACSkpKYaysqKyvD0qVL8cYbb0CtVpuXM8fWJQgCUlNT8fXXX2PgwIF4+OGH8eKLL0Kr1TLXVvTzzz8jKioKu3btwpAhQ9C/f3+sWLECAQEBzLON7N+/HxkZGeZT3pln6/Hx8cETTzyBFStWoHv37hgwYADCw8PxxBNPMM90Sywe6bYFBARALpc3Wq7T6SwOCgFApVKhpqbGXqG1SqIoYs2aNTh27BiWLl3KPNtQSkoKjh8/DqlUigULFjDXViIIAhYtWoSZM2ciLi7OYh1zbF0ajQZdunTBsGHDcPjwYezcuRM5OTlYtGgRc21FWq0Wly9fRk5ODvbt24dPP/0URUVFeO6555hnGxAEARs3bsRf//pX85d9zLP1CIIAlUqFF198ET/99BMOHTqEzMxMvPnmm8wz3RKLR7prarXafJORG+rq6uDm5uagiO591dXVWLBgAQ4ePIjt27cjNjaWebYhlUqFoKAgLFq0CCdOnGCurWTTpk1QKpWYNm1ao3XMsXX5+/tjx44dmDRpEtRqNdq3b49Fixbh+PHjEEWRubYSpVIJAFi6dCnc3d3h7++PhQsX4ptvvmGebeDUqVMoLi7GpEmTzMs4dljP0aNHceTIEUyZMgVKpRLR0dGYO3cuPvroI+aZbonFI921mJgYpKenWyzLyMhAdHS0gyK6t127dg0TJ05EdXU19uzZg9jYWADMs7WdPXsWw4cPN99VDgD0ej0UCgWioqKYayvYv38/Tp8+jYSEBCQkJODQoUM4dOgQEhISuD9bWVpaGlatWmW+bglo2J+lUinuu+8+5tpKoqKiIAgCDAaDeZkgCACAzp07M89WduTIEQwZMgSurq7mZRw7rKegoMDibyAAyOVyKBQK5pluicUj3bUhQ4agtLQUW7duhcFgwPfff4+DBw9i4sSJjg7tnqPVajFjxgz06tULmzdvhq+vr3kd82xdsbGxqKurwxtvvAG9Xo+8vDysWLECkyZNwrBhw5hrK/jiiy9w9uxZnDlzBmfOnMHo0aMxevRonDlzhvuzlXl7e2PHjh147733YDQakZ+fj5UrV2LChAncn63owQcfRFhYGF544QXodDpoNBqsWbMGgwcPxujRo5lnK/vxxx/Rp08fi2UcO6ynf//+KCkpwTvvvAOTyYTc3Fxs3LgRY8aMYZ7pliTizV9TEt2m2NhYbNu2DX379gXQcJe/V199FVeuXIGvry+Sk5ORlJTk4CjvPVu2bMHy5cuhVqshkUgs1p07d455trKMjAy89tpruHDhAjw8PDBmzBjznW6Za+u7ccOL5cuXA+C4YW2nT5/G6tWrceXKFbi4uGDUqFFYtGgRXFxcmGsrKioqwvLly/HDDz+gvr4egwYNwtKlS+Hp6ck8W1l8fDzWrl2LAQMGWCxnnq3n5MmTWLt2LbKysuDh4YGxY8fy7yD9IRaPRERERERE1CyetkpERERERETNYvFIREREREREzWLxSERERERERM1i8UhERERERETNYvFIREREREREzWLxSERERERERM1i8UhERERERETNYvFIREREREREzWLxSERERERERM1i8UhERERERETNYvFIREREREREzWLxSERErcqpU6cwZ84cPPjgg+jatSv69OmDGTNm4OTJkxbtTpw4gSlTpiA+Ph79+vXDSy+9hGPHjiE2NhZ79+5t1Hb69Ono1asXevTogaSkpEZtiIiIWjuJKIqio4MgIiKyhqNHj2LBggWIi4vD2LFj4e7ujitXrmDPnj3Q6/VISUlBSEgIDh8+jGeeeQZhYWGYPHkyBEHAxx9/DJ1Oh4qKCrz++utISkoCAOzYsQPLli1D9+7dMWLECEilUnz11Vc4ffo0pk+fjqVLlzq410RERPbB4pGIiFqNCRMmoKSkBCkpKXB1dTUv37FjB1555RUsWbIEU6ZMwYABA+Di4oJDhw7Bw8MDAFBRUYHRo0ejpKTEXDwWFhZi8ODB6N+/PzZu3AiJRAIAEEURzz33HPbv34/du3fjvvvuc0h/iYiI7ImnrRIRUauxe/duHDhwwKJw1Ov15qJPp9Phu+++Q3l5OaZOnWouHAHA29sbU6dOtdheSkoKDAYDRowYgfLycmg0Gmg0GpSXl2PUqFHmNkRERG2B3NEBEBERWYtcLsf169exYcMGZGdn4/r167h+/TpMJhOAhhnD7OxsAECnTp0a/X5UVJTFzzfaLl68+JavmZeXZ63wiYiInBqLRyIiajU2bdqE1atXIyQkBAkJCejbty9iY2NhNBqRnJwMADAYDAAApVLZ6Pd/v+xG0bls2TKEhoY2+Zq+vr7W7AIREZHTYvFIREStQkFBAdasWYM+ffrg/ffftygEDxw4YP5/eHg4ACArKwsPPfSQxTZuzDTecKNg9PT0xIMPPmixrri4GD///DPCwsKs2Q0iIiKnxWseiYioVaioqIAoiujUqZNF4VhbW4sPP/wQAGA0GpGYmAhPT0/s2rULNTU15nY6nQ47d+602ObQoUMhlUrxzjvvoK6uzmLd8uXLMXfuXFy8eNGGvSIiInIenHkkIqJWISoqCh07dsQnn3wCFxcXxMTEoLi4GPv27UNJSQkAoKqqCm5ubnjhhRewZMkSJCUlYdKkSRBFEXv27EFhYSEAmG+wEx4ejvnz52PdunUYN24cJkyYAE9PT3z11Vf49ttvMXDgQAwdOtRhfSYiIrInPqqDiIhajWvXrmHVqlU4c+YMdDodAgMD0bt3b8ydOxePP/44VCqV+e6oR44cwb/+9S+kp6fD1dUVI0aMQEhICFauXInVq1eb76YKNNxRddu2bbh06RIEQUBYWBjGjx+PadOmNXntJBERUWvE4pGIiNoUvV4PnU4HHx+fRuveeecdrFmzBtu2bUPfvn0dEB0REZHz4jWPRETUpmi1WvTr1w8vvPCCxXK9Xo/PP/8cSqUSXbp0cVB0REREzovXPBIRUZsSEBCAAQMGYO/evRBFEfHx8aipqcFnn32GtLQ0LF68GB4eHo4Ok4iIyOnwtFUiImpzampqsHXrVnz22WfIy8uDQqFAXFwcpk2bxhvgEBER3QKLRyIiIiIiImoWr3kkIiIiIiKiZrF4JCIiIiIiomaxeCQiIiIiIqJmsXgkIiIiIiKiZrF4JCIiIiIiomaxeCQiIiIiIqJmsXgkIiIiIiKiZrF4JCIiIiIiomaxeCQiIiIiIqJm/X9M0CIGYb97mgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置 Seaborn 样式并禁用网格线\n",
    "sns.set_style(\"ticks\", {'axes.grid': False})\n",
    "\n",
    "# 假设 numcol 是数值列的列表\n",
    "numcol = df.select_dtypes(include='number').columns\n",
    "\n",
    "# 遍历数值列并绘图\n",
    "for idx, col in enumerate(numcol):\n",
    "    plt.figure()\n",
    "    f, ax = plt.subplots(nrows=2, sharex=True, gridspec_kw={\"height_ratios\": (0.2, 0.85)}, figsize=(10, 8))\n",
    "    plt.suptitle(f\"{col.upper()}\", y=0.93)\n",
    "\n",
    "    # 绘制箱线图\n",
    "    sns.boxplot(\n",
    "        data=df, x=col, ax=ax[0], color=\"slateblue\",\n",
    "        boxprops=dict(alpha=.7),\n",
    "        linewidth=0.8, width=0.6, fliersize=10,\n",
    "        flierprops={\"marker\": \"o\", \"markerfacecolor\": \"slateblue\"},  # 修改为小写 'o'\n",
    "        medianprops={\"color\": \"black\", \"linewidth\": 2.5}\n",
    "    )\n",
    "\n",
    "    # 绘制直方图\n",
    "    sns.histplot(\n",
    "        data=df, x=col, ax=ax[1],\n",
    "        multiple=\"layer\", fill=True, color=\"slateblue\", bins=40\n",
    "    )\n",
    "\n",
    "    # 绘制核密度估计图\n",
    "    ax2 = ax[1].twinx()\n",
    "    sns.kdeplot(\n",
    "        data=df, x=col, ax=ax2,\n",
    "        multiple=\"layer\", fill=True,\n",
    "        color=\"slateblue\", bw_adjust=0.9,\n",
    "        alpha=0.1, linestyles=\"--\"\n",
    "    )\n",
    "\n",
    "    # 设置网格和标签\n",
    "    ax[1].grid(True)\n",
    "    ax[0].set(xlabel=\"\")\n",
    "    ax[1].set_xlabel(col, fontsize=14)\n",
    "\n",
    "    # 关闭顶端箱线图的网格\n",
    "    ax[0].grid(False)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 双变量分析\n",
    "使用成对关系图分析变量之间的关系，对角线上的图表示变量的分布情况，其余图可以展现变量之间的相关性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1da62500310>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tE+IUlBARQuihxdgVTg/78ooIXfEK+tXvErb0WdrNPoNBX46k+0cDiZ99HpQd9D9B6X744GIVKAHZZ/+Pq+ZkVgdKoBaGv7ZoJ1+sycTjrZtlSwhx4pTZXfz7m818t6EmUAL4I6OAB77cTGnScL/jNdu+hW//BvYy2LMY7YKHqgMlAAp3ofvgIgxlWSfoNxDi1NZiuxzWrFkTcHuvXr34+OOPT3BrWrFt30LeVrjg6cCZ77Q66HU5LH4WcjZDQvcT30YhTrBKlxuHy4vFpMOga9zF0/FhJv59SQ/umavqx13bKxTzl+/6H+Q9lOghfweUZOKzJlBqd2PQaTBvmAvuQ2s7rfFsd8aQU3og4LVe+SWDC3slkRQZGnC/EK1Fmd2F1wcRoYYTfu0Cm5PvNmQH3LdsTzEFZ51O9OE7tn0Hthz4OUhHpduOs2APFaYkQgw6yYYnxHFoscGSaCGWvAoJPSC+W/Bj2o6A1R/Astfh4hdPXNuEOMFKKp3syitnxm87ySyyM7hdFFOGppMaZUava5yBeqNex+ieiXSIt/LqLztJDHHXBD+HsyaQpUvmxyV7+WJNJmO6RzMte1XN/vBktpQEf/grqnBhd3sbpd1CnIxySu0s213IzCV78Hh9TBiQypld4+quA2wi+WUOcssc1DfAW1DppZPOCB6n/w63XXWYHMbZ/jz2Df0X7621s+775bSNtTD9jPa0jTFjDTnxwaAQJzsJlkRwOZtg358w8r76j9PqoeMo2DgXRv8HTNb6jxfiJFThcPPZ6kz+b97m6m0bMkv4cOk+5kwfRp/UyEa7VliIgX5pUbxwZV9Ci7ZBoAcljZbMi2YzaeYW9hdWAmAx6biqTXeszAegpOtEksLCg14nPFSPSd9iZ2ML0aRySu3c8dEalu8prN62el8xHeKsfHjj4CYPmApsDv41bxPj+qVUlwkIJDpEW/f+BzXCHN0eCnfVbIvvzuq+/2LKe3twH4rANmSWMG9dFs9d0YcLeyVhklEmIY6KfEuK4NbMgtCowGuVDtdxFDgrYMvXTd8uIZpBns3B499uqbPd4fby97nrKbA5Gv2aZkc+mjUfQu+Jdfa5OpzHR9upDpQAluwsIL/9paAzgM5IdvwZ6HRaYiyBs59NG9GehDBJ8CBap9V7i/wCpSo782x8uz4bbxOv59tTUMG89dks3VXIWV3iAx7TLzWCmPzldXe0PxMOLIPB0/w25wy+n799d7A6UKrtwS82kFfW+J9TQpzqZGRJBOZxwfqPod1INXJ0JNYESOwJG+ZC36uavn1CnGBbskuDJkPYllNGUYWr8TPLVRTC8hkw/i1wlKrOiEPdz4U9ruXz+cV+h3t98K/fSnnqktnEr3+dn3bZmbt5O69M7s+egnJiLCZcHi8mvZbcMgend4xF10jTB4U4mVQ43cxati/o/o9X7GdcvxRimzBb5Ger1VrCmUtVmQCXx8viHfnV+/unRfLSFb3Q7c1h16TfKMNCWFgYMRQT4SuD/O3gdcPwO9Q0eI+LotB0MoszA17P7vJyoLiSNtHmgPuFEIFJsCQC2/kLVBRAh7Mb/pr0EerBrjwfLLFN1zYhmkGzJY3zeuCLaTB4Olz5icp6pQ8BYxpeX91F4b9klHBDZRgvX/Is3u124sKcRIVo+Mfi3ezItQFg0GmYOjSVsztGnOjfRoiWwQc+gt/UwabENaaqkSu7y8sdH63hpjPacd1p7ahwuDGb9HRJsKLRaLhrXSqLttckaTmnczSPDdeQ9NszMOpRMFjgipngtuMLTwECB0twYn4vIU410qUoAtv0OUSkQlS7hr8mfTjgg63fNlmzhGguPZLD0QZICAnQMd5KpLkJFk6boyAyTY30LnkZPrpC1U+aPYnoZf/l0r7JAV+2IbOMfXYz53RP5rGxXZjy7urqQAnA5fHx5h/7+HJtJh6Xu/HbLUQLZzbpuXJQWtD9Ewa0IdrctMV7L+vfpvrflS4PL/6UwfXvreCOj9fw46aDmAw67vtsPYu25/m97qfthTz8p4+SbpPg85ugzUCYPQnWzibKGkpieEjA65n0WlKjJPOlEEdLgiVRl9sBW7+BtqcHThceTGgkxHdXrxXiFBNrNXHv6C51tht1Wv57We/jm67jKFNT7qpSglcJS4JLXvGfCnuoa9jQ4QymDE0nKaLug9HwDtF0SQwnJTKEzKIK8socxFlNXD00nVvP7MA53eLRauC13w+QW2Kr83ohWoOBbaPpm1p3dDU9xszFfZPRBusdOVaVxVBZVP1juzgL53avu1Yp2mzkljM7UFzh8puWV9vGg+WUdruSoqF/x12WBx3Pg/P+TUKkhacn9EYXoO2PXtyDOFmjKMRRk2l4oq7dv6mHt/TTjv61qUNhzQfq9aawxm+bEM3EYtJz5eA0+qdF8eqvGWSX2BmYHs0Np7cjNeYYe2tteZC1Wo0a2Uuh61joM1GNJlVpMxhu/h3+eFEdG9UWRvwV4rrSJsTC3JuHMW9dNl+ty8Sk1zF1eFuGd4gh/lDv8vacUu4+tzOpUaF8uSaTgnIn/dOieO+6wTw1fyt2j6QOF61TYkQIM6YMZNGOPGYu2YvH6+OyAW24oGciyY1Ze6w0G3b9CivfBp8X+l8DHc8lNiKF/1zai0v7FfHW4t2UO9xc0CuRywe0oU2UmdX7iuqcSqOB+0Z3JTbMyAPzMymqGMzZHcKYcP5YUqMsaDQaBrWN5rs7R/DGbztZf6CEtjEWbj2rAx3jrJIJT4hjoPH5WtcMVpvNxoABA1i1ahVWq6S4DujrOyFjIYx7/ehGlkB9KXxxE0ycBd3GNk37xEnvZL8Pyx0u7C4v1hA9Jv0xPnyUF8APD6pEKrVZYuGGH1VK4NpcleAsV+uVDkvP7/H6KKl0otVoiDxs6tC6vfnMXXOQmUv3+m23mvS8clU/usSZSIyWtUut1cl+LzaWogonPp+PKLMRzdF+79WnNBs+vkp1dNQW1w2mfAYRKQCUVLpwe7xEhhqqk65k5NoY9dwiv5fdemYHcssczF3lX2g6PFTPF7ecRof4mv+HlU43FU4PIQYdFpP0jQtxrGQanvDn9arK4G0GH32gBBCeBBFtYMcPjd82IVoIi8lAjNV07IESQPGeuoESqAQpvz6lEjnUZghVgVSAOmY6rYZoi6lOoARgMhrqBEoANoeb137dSYgp8PoGIVqTKLORaIupcQMlgD2L6wZKAHlb1Hftof7qiFD1mVI7O2WM1cjQ9tHVPxt1WvqlRdUJlABKK9088f0Wyuyu6m2hRj0xVpMESkIcJwmWhL/sNVCeB6lDjv0cKQNg+wJJuyNOSQU2B9tzyli7v4g9+eXYHK4jvyiQjZ8H37fpc6ioOwXnWCzfE/w8S3cXUurwBN0vxMnE7fGSWVzJ+gPFbDhQTHZxZdB0/yeEvQxWvRt8/+r31VrFIKLMRp67oi/DOsQA0DMlnJUB6kJV+XlrLiWVx/h5JIQISrobhL/tP6i1RvHdjv0cyQNg81eQuwUSujde24RoZnsLyrl11mo2ZZUCoNWojFb3ju5SvUaowertTGi8B7wj9llIp4Y4BZQ73Py6LY8HPl9PqV1leIwyG3h2Qh+GdYwltFnW6hzh3vL5jnhMcmQor07uT4HNgcfjY8Hmg/VfTW5nIRqdjCwJf9vnQ3J/0B7HF0tCD9AZYefPjdcuIZpZTqmda99ZXh0ogaq99OmqA7zx2y4c7qMcoel5WfB93S+F0KhjbKm/4Yd6pQMZ0i6K8NAmSHkuxAm2K8/GbR+trg6UAIoqXNz4wUr2FZQ3T6NCwqH/tcH3978azMHvzypRZiMd48PokhTOqO6JQY87q0scEU1RwkCIVk6CJVHDlgvZ69Q0uuOhN0FCT8j4qXHaJUQLkFlcyZ6CioD7Zi7dS26p4+hOGJUOPS+vu90cDWfeD0ZznV1Ot5fCcgfljobXRooPNzFtRE2yiCizgRuHJPCvcxN5/rLuAdc5CXEyqXC6eeWXnQH3eX3w7h97cLqbKetjuzMgqW/d7bGdoetFddcGu+wq+cvhaxYPSYwIYfKQuvWhwkP0PDimO2EhEiwJ0dhkGp6oUTUSlNzv+M+V3BfWfqQ++A2ygFyc/PYGCZQAHG4vFc6jHFmyxML5T0Cvy+DPl8FRCl0uhL5XqUCqFqfHw/6CSt77Yzcr9xWRHBHKLWd2oFNCGBFHGBmKCDVy85ntOaNzHHl5OZweWUDMmqfRHjyAr3IIDL1ZpSPXSdAkTk4VDg87csuC7t96sIwKpxujvhne4+HJcOVs1Xm46h019a7vFOhyQXUmPEBluyzcDX++BAfXQ0xHOP1u9XetpC4Ot5fLB7RhQHoUn646QHGFk5Gd47hqcBptoup2sAghjp8ES6JGxkL1wdwY03+S+sLKd+DActWzJsRJLj0m+IOISa/FbDyGqavWeOgyRtU087ghJAJ0dT+WN2WWMnHGUpyHaiJtyS7jp625PDSmG5OHpGE+QraraIuJ09NdePN/RTvnwertmpyNsGYmTP0WUgcfffuFaAHMJh0d463szAs83a5rYhhmYzM+7oQnqyl33caqYCk0yn9EyeuFvX/ArAmqDhNAzkbY/CWMfwu6XwJ6Izmldm6btZpVe4tIigjhgp6JWEx68ssc6HXaxi+iK4QAZBqeqOL1ws5fAk8XOBZRbSEkUhXiE+IUkBIZStsgAdPkIWnEh5uO/eQhEWCJCRgo5Zc5uHfu+upAqbYn528l39bA6X+2PLQ//qPudo8TvroNbDlH22ohWgSzUc9tZ3UMuE+rgetOa4tR3wIed0Kj1DTbw6fe2Q7Cl7fUBEq1fXNX9b25em8Rq/aq7JbZJXbe+WMPL/2cwewV+5m3Lgtvc2b+E+IU1gI+PUSLkLsJKvIbZwoegEYLib1VACbEKSAhPIT3rx9Mj+Tw6m1aDUwY0Iabz+xwfDWX6lFc6SQj1xZwn8frY0t28OlHfnI3gzfIVMH87VBZfGwNFKIF6BBn5eWr+hEeUtPhEGU28OY1A0mLsTRjyxqgPF+tGQ7EWQ6lWVQ43cxati/oKeas3E9hubOJGihE6ybT8ISy8xeVmCG+EVN9J/WGpa+CvUT1nAtxkkuPsfDB9YMpKHdS7nATZTYSazVhDWnGj1KZeSMEFpOe83sk0i8tigKbAw0QazURF2ZCrzvJ+4UbVChXI58FQjQRCZaEsutXiO8BukbMpJPYR00r2LsEupzfeOcVohnFWE3EWI9jyt1RijQb6RhvDTi6pNNq6JoY1rATxXdXJQECjS7FdobQyONrqBDNTK/TkhIZSkpkaHM35ehYYsGaEHgqrNECYYmYjXomD0nj94z8gKe4YmAboiWzpRBN4iTvbhGNwu2EfX+qkaDGFJaoFrDvXtS45xWiFYm1mnjm8t6YAqy5eOCCrsQ1NHCzxsN5j9fdrjPCJa+qhzUhxIlnTYRxrwaub3jRi2o/0D89ioHpdRMwtY+1cFGfZEnwIEQTkZElAQdWqLSljZXcoYpGAwm9JVgS4jj1SIng+7tG8N6fe1i1V6UOv3lkezomhB0xE141owX6XKnqqP3xPyjeB6lDYcj0OqnKhRAnkFarMmLe/Dv8+QocXAcxneG0O1WG2kMpzxPCQ3hlcn+W7CzggyV7cXu9TBjQhlHdEkg62UbThDiJSLAkYM9iMIVBVLvGP3dSb/h9oSqyZzlypXIhRF0GnZb2cVYevrAbNoeHEIP22FIhh0aqFOHj3wS3HYxWtVZRCNG8DKFqquyFz4KrXP1sqJt9MyE8hHH9Ujirazw+n4+IUAOaBq1pEkIcK5mGJ2DXIkjoGXgKwPFKPDS1b+/vjX9uIVoZo15HtMV4/DVjjBYwx0igJERLYwhR92aAQKm2iFADkWajBEpCnAAystTauSohcyUMuK5pzm+JhfAU2P2bKqwnRCtS6fKQX+Ygz+bAqNMSYzWSGB5yfA845YVQkQfleeqByhyt6poJIfD5fBwstZNvc+LyeIk7lBEvxNA0qf1PGEcZ2PJUiQ+DGSxxEFZrnaHHBWUHofxQCnJLvFo33JhJm4RopVpksFRcXMx//vMfFi1ahNfrZdCgQTz66KPEx8ezbt06HnvsMTIyMoiKiuKWW25hwoQJzd3kk9f+5aooZWKvprtGYi8VLAnRihRVOPlkxX6e/3E7DrcqNhkfZuK1yf3pkxp5bOmMi/fD4mdhzQc1We2i28OE9xs/QYsQJxm3x8v6AyXc/OEqcstUsWaTXsvdozoxcVAaUZaTNFtcWQ78/Bis/bCmcG1sZ5g0S/3tLIcdP8LXd4CjVO03hcPFL0HHUWCyNl/bhTgFtMhpeHfccQcVFRX8+OOP/PLLL+h0Ov7xj39QUlLCtGnTGDduHCtWrODxxx/niSeeYP369c3d5JPXnt/Vh2pkWtNdI7G3KnpZdrDpriFEC7NsVyFPfr+1OlACyC1zcNVby8gsrjz6E7qdsPYjWPWuf/rvwl3w4aVQsLMRWi3EySuzuJKr3lpaHSgBONxenpy/jWW7C5uxZcfB7YTlb6gOEl/NZwn52+GDS6A0W937c6fWBEqg/j13qvp8EEIclxYXLG3cuJF169bx5JNPEh4ejtVq5d///jf33HMPCxYsIDIyksmTJ6PX6xk2bBgXXXQRs2bNCno+p9OJzWbz+yNq2bMYEnuCpgnfClXrlmR0qdVqbfdhvs3Bcz9uC7jP4fayYHOAeiqHKXe4KbA5qHS61YaSA7DstYDHeuJ6UFDuorjCecxtBrC7PBTYHNgc7uM6T33nLne4Gv3couFO5Xvxx8052F3egPueXbCNfFtNEFXhcJNvc1Bx6P4qKndSWO7A6/WdkLY2WHk+ZV4jBSOfwNntMv9pdaVZUJ4Pf74IvgDt9vnw/fE/bLYySivlvhPiWLW4aXjr16+nY8eOzJkzh9mzZ1NZWcmIESO477772LFjB507d/Y7vmPHjsydOzfo+WbMmMHLL7/c1M0+ObkqIXMVDJjatNcJjVRrKnYvgt5XNO21RIvU2u5Dl9vLnvyKoPvXHygOuq+00sX2nDJe/XUn+wor6NMmgmlndKCz1oGmssj/4PAUMi+cyVe74KvPcjEZ8pk6vC2ndYwlITykwe11uj3sK6zkzd92smpfMckRIdxyZke6JYUReZyFLh0uD3sLK5ixaBfrDhSTGhXKrWd1pHNCGBGhsp7iRDuV78UNmSVB9+0tqMDl9mJzuNmdZ+PVX3dyoKiS+y/oyp78cmav2IfH62N8/zZc2CuJ5BaQiruw3MHGLA2v7R5Bns3FaWmDmDrpHlJ/vQt95nJ1UGUR5G0Neg5N3jYWrN3N7I02po/sQN/USGJPYFFtIU4FLS5YKikpYdu2bfTs2ZMvvvgCu93O3//+d+677z5iY2MJDfX/AAsJCaGiIvhDyfTp07nuuprkBTabjZEjRzZZ+08qB1aq9UoJPZv+Wom9YdevqvdLsve0Oq3tPjQatHSIt7Aluyzg/n5pdQtLgkoI8eXaTP751abqbRm5Nr5cm8XWu7tgMMdARYHaodVxYOxHTPisgOwSe/Xxf52zjmHto3lhUj/iGxgwbcgs5co3luL0eKuv+duOfP4+ugvXDG+LtaG1nAJYs7+YKW8tw32oxz4j18Yv2/J45KLuTByUevyZ/cRROZXvxX5pUXy1NivgvvZxFkx6Lb9szeWO2WsAeH5iX578fqtfkPX4t1uYuWQvH08b2qwBU0mlk9d+3cWbi2um0WXk2pizTsdnk1+k+7fj1NR2cxTE94CDGwKexxnTnZVZDlbsKWLFnpVcMaAND4zpdvKu3xKiGbS4aXhGo7qBH3roIaxWK7GxsfzlL39h0aJF+Hw+7Ha73/F2ux2LxVLv+axWq98fccjeP1SdlRORSSupj5pGVLS76a8lWpzWdh/GWEzce16XgPvMRh2jusYH3Jdf5uCxb7bU2e7x+nhznQvfsNurt7k6jmHmZpdfoFRlya5CtmSX1tke7Jr3fba+OlCq7ZkF2yioNXXpaOWU2rnn03XVgVJt//luC/m245s2KI7eqXwvnt01HrMxcNa7e0Z3odLl5cHPVVDRIc5CcYUz4GjUvsIKvlqb1axT8vLKnH6BUpVKl4eHfy6guP/taq2xORaG3xF4Kr1GS17vaXyxoaB605xVBwJ+ZgghgmtxwVLHjh3xer24XDXza71e9SXerVs3duzY4Xd8RkYGnTp1OqFtPGXs+QMSujfteqUqCb1Ao1OjS0Kc7Gx5kLMZ9i2F/B1QWVznkP7pUfzr4h5+D29tokKZfVPwHus9BeUBgxaA/y7ciavH5TD0NtAZKGx/MV9uDj7t6KPl+3AFOVdtxZUuMnIDr1vx+mBTZsOCrir5ZQ62HSxlxZ5C8socHCgKnMzC5fGxK+/UWS8jml9KZCgf3zSUNlE191eoQcejF3dnYHoU+TYHZYfW4w3rEMvCLcHXDs5dtZ/C41wDeDyW7SoIum/1vhKKk8+Aq7+E8CSVEXPSbFVGoIo5moKx7/LcKjeVLo/f6+v7vYUQdbW4+Q/Dhw8nNTWVBx98kCeeeAKHw8Hzzz/PqFGjGDt2LC+++CLvvfcekydPZtWqVcybN49XX321uZt98nE74cBy6HPVibme0QxxXWDnLzDw+hNzTSGaQuFumHMNHKyVhbPLhXDhs+rB5ZBIs5ErB6dyTrd4CmxOjHot0RZjvWuJjlR/abczii4j/67WGbotaDXB1ypoNRoaMuH1SMdoj6IvZU9+OdNnrmJbjpp++PqUAfVfW2bkikak02ronRrJZ7cMp+BQnaUYq5H4MBNGvY69BbWm7Pt81HeHaDQaHA4XNNP6niN9Fmii20JMhPrBaIZO58L036EiH7fHy6p8Hf/9s5RV++pmAdTKfSfEUWlxI0sGg4GZM2ei0+kYPXo0o0ePJjExkf/85z9ERUXxzjvvMH/+fIYMGcLDDz/Mww8/zNChQ5u72Sef7HXgtkNCjxN3zaQ+sGuRf9pjIU4mthyYPdE/UALY9i0sfFTVO6nFqNfRJspMn9RIuiWFHzHpQnq0GZM+8MdyWrSZKLNBJUyJ60xMfBKX9W8T9FxXDUlrUC2nSLOBrolhAffptBq6JYUf8RygptxNfXd5daBUta1tjDng8Uadlvaxp84UMNFyJISH0D05nD6pkbSJMmPUq9HduDAT4aGqj3hxRj6jeyQGPccFPRNZu68Ar7t5vq+GtI8Ovq9dNBGWw0antTqISIGkPtjjevL2eier9gUeeT63e0LA7UKIwFpcsASQkJDA888/z++//86KFSt46qmnCA9XX9i9evXi448/ZvXq1SxcuJDx48c3c2tPUvv+BH0IxHQ4cddM7g+OEshcfeKuKURjKs2GvMApwdn4Kdhyj+v08WEmHh9XN+GKUaflmQm9/RI26HVarhqSRlp0KKd3jOXucztzx9kqg92ZXeKCBkCHi7Ga+O/lvQkx+H8daDXw5pQ+JOttKuPWEWQVV7KnwD/Zzvt/7uG+C7piDBC0/d+4HsSGSVYu0YTspeqedKmpoPFhJp69vA8ajcqOF2k2MLht3WQrHeOt9EqJ4NFvd5BbEjhJS1OLt5r4yzl1lxhYTXqeuqw3Xp+PAlvgVOdWk4H7L+hKpLlutsmpw9seVaZMIUQLnIYnTpC9f0JcV9CewLdAbGeVUCJjIaQOOnHXFaKxlGUH3+f11BlZOlomg47RPRPpkhjOG4t3sbegnL6pkVw7rC2p0XXXOSVHhvLB9UP4bPUBvlmXhcmgZcrQdEZ2iiMurOEPRN2Twpl/1xnMWraX5bsLGZAWyd+HhmJc9ybaX74DUxgMux3STwNr4OQUWQEK7e7KL+eDP/fy1rUD+WlLDmv2F5MWbWbaGe1pF2sh1BB4Mb4Qx6WiELLXw+/PQVkWpA6F4Xegj2rHaZ1i+f6uEby1eDcr9hTw13O7sDWnjO82ZOP2+Di3ezzpMRb+/tl6iitcuJopyUNYqIGpp7VleMcY3vhtN3llds7ulsC4vsn8viOfj5bvw+3xcWm/FC7um1xnHWS7WAvzbj+dL9Zk8tOWHKItRm4c0b5RygEI0dpofL5AlcxOXTabjQEDBrBq1apTKgvQUfF64b/toMsF0Hfyib32oifBWQHTfjmx1xUtykl7H2ZvgBmnB96nM8DtKxstu6Td5cHu8mA26qqnER3uQFEFl732Jzml/hnrBreN5uWrGp46vIrL46Hc4SG8Yh/at0fVHVHqdhGMfR4scXVeu/5AMRe//EfA81pNOhb+dSQhBl31H9EynLT3YjD2Mlj6Cvz6hP92nRGmfgupgwFwuD04XB7+2H6QZxbuYmTnOLRaDUt2FrApSyU1SQwP4cvpA0iMiTzBv4S/Cqcbp9uL3eVh2gcrWX9Y0pXU6FA+mTYsYOIYj9dHmd2FUa+VNP1CHKMWOQ1PNLH87WAvPrHrlaokD4CsNarquBAnm7AESOwTeF/fq4OOuhyLEIOOSLMxaKDk8nj4YMneOoESwPI9hWxuYOrw2gw6HZF6F9pfnww89W7LPJXgIoDEiBA6JwR+2J4wMJVIs5FIs1ECJdG0ynNVp9zhPE6Yd6fKZAmY9DrCQ430TomgqMLFO3/s4a3Fu6sDJYC7z0ojIapha/aaktmoJ9JsZOWeojqBEsD+wkq+WH0AT4BRMJ1WQ6TZKIGSEMdBgqXWaN8SlcY7NnAdmCbVZiDggx0/nvhrC3G8rPEwaRak1xpd0mih7xQ48z4wBE5m0BQKbS6+WpsZdP/sBqYOr6OyGLZ8VXd7h7PhiplgL4H9K6B4n3oAPSQ+LIR3rh3EwFprQHRaDVcNTuPWMztIkCROjKw1qvh5ILlbwO7fCZASG8EnNwygY3xNoG/Sa/nr2emc2y0BzdGkgwzG44Li/XBgBexfru4d99HVL6twuJm9Yl/Q/Z+tzqSw/NhrogkhgpOuhtZo3xJVl8HQDNXJQ6NUkLb9e+h75Ym/vhDHKzIVJs5Uo6NOm8pOZ4kH0wmewqRR6cGD0Wsbljo88LkPe0DsNwUSesKXN9esyzJa4eKXoNN51b97m2gzb149kIJyJ+UON5FmA7FWExaTfNWIE0RzpKC8bvDTKTmaj6/rS0GFG7vLQ7TFSHx4CCZTIyRCcNog42f46lZwHEoWYTDDhc9B1wshpGEjVxqNpt77XavVHDHduBDi2MjIUmu0bwnEd2u+67cZpJI8uKSKuDhJmaMhrjOk9FcdDyc6UAJiLEYmDAieOvzKIekNSh1eR2g09JpQ87MpHDqfD/Pv909g4bTBZ9dD4S6/l0dZjHSMt9InNZL0GIsESuLESu4TvNB6Uh/VuRFAbFQEXVJi6NM2ntS4yMYJlEBNW/30mppACcBVoToe8rc3+DShRh1ThqYH3T9pUCrRkrhBiCYhwVJrU3ZQTQFozmApbZh66Nq9qPnaIMRJTq/TMmlwGmnR/lP/+qdF8s6EdgyIcatkLkfLGApn3APWQ7VYelwK62YHPtbngz9fqk7NLESzs8TD6P/U3W4ww0UvgiX2xLXF7YClrwWfFrj4WXDYGny6fqmRDO9Qt/5S5wQrF/ZOQlu72mx12vSKOscLIY6OdPm1NvuXqb/jmjFYikyD8BTY/DV0Ht187RDiJJccGcrH04byy9Zcftycwz9GRpKW8xOGZR/AUi/0vQp6Xq6KVR6NqLZw40J1jxrNsPzN4Mfmb1fBUnNM6xXicCaret+3GQR/vgylB9QawwHXQETaiW2LqxLytgbfX5ChjmngyHR8eAjPT+zH6r1FfLB0L26PlysGpnJ6p1iSIg7dfxWFkLMBfnsWSvZDykAY8VeIagcGqa8kxLGQYKm12b9cLVI/kb1rh9NoVL2WLfNUGmK9TB0Q4lglR4YyeWg6E7vq0X10OZrczTU7f/wnrHoPrp0HEcGn7AUUmQZDb1WZM/cugdrnrS2xtwqohGgpQiJUMqFLX1OjO0Yr6JrhccdgVtkzM1cF3p/QE4yWozplQngIF/RKYkSnOHz4CAupVXjWYYNV78NPj9ZsK9wFmz6Ha76CtkHKHggh6iXT8FqbfUubd1SpSrszwFECO39q7pYIcUrQ7/7FP1CqUrhLjRAdS0k9rVatzzrtrsDrQLQ6GHYr6KXHWrRAhlC1Rqk5AiVQHYFDpgcu/q7RwOl3H3NHgzVE7x8oAZTnwS//rnuw1w1f3wFlOcd0LSFaOxlZak1cdji4HgZc19wtUdN8otrBuo9VcVwhTiX2MqjIg9Js1XNsjYewJPWAdCwqCqEiX61BCI1SRWFr13Syl8DqD4K/ftev5HSZQl6lD5vdTWJECDFWY92HrWCi28OVH8NXt6kHMlDXH/da4xThddnBlgNlWSqbWVgShCWqQr9CNCWPS63lLcsGnwfCktV6vWBT1o72vRrVFiZ/Bl9MU68DNbPj4pcgpkPQZrk9XnLLHOSU2nF5vCRFhBJrNRJaX72k3M3g9QTeV7gLKgtVrTghxFGRYKk1yV6n6qI0Z3KH2jqcDWtmqgdBc91Fq0KclGx58NtTsOJt8B1KsBCWpIKNxN5qtOZolGapXuGMhTXb4rvDpI8gut2hDdrAvdeAL7YLWwf/hxvfWElmsUrEoNHAhAGp3Du6M3FhDRgVMpqh47kwbZEK2tCAOVY9JB5vHZrKEtj8BXx/H7gPZcg0halArMM5MsVPNB1nBez8WWWmq8pWpw+B85+Anpep6Xy12Utg42cw/4HD3quvq++zQO9VQwi0HwnTflX3js936N5JCnrvOFwelu0u5PbZqymtdANg1Gm5Z3QXrhjYhshgWe+0R0ibHiyQEkLUS6bhtSYHloPe1Dg9wY2hw9nqYXLdx83dEiEah9cLG+aohAi+WpnoyrLh/YvUYvOj4bDBgof9AyVQPcgfXVEzrSYkDAbdGPAUWWc+y1Wzd1UHSqCe1+as3M9Hy/bhbmjhWq1WJYpI6gNJvSEi+fgDJVC/y7y7ah4+QT24zrkaivYc//mFCKZoD8yZ4p/W222Hb+6GnABTWnM2qX1H+17VaCA8WXWWJPVR91E9905mcSXXv7eiOlACcHq8/Oe7LazdXxz8OnFdg49wxXdTBXttucFfL4QISIKl1uTACojpFLQH+oQLiVCJHpbPOLYUx0K0NLaD8Ptzgfc5SvEU7Cbf5iDf5sDrbcAaovJc2PRF4H3521UQViV9mErLX1tYElsdMRRVuAKe4u3fd5Nb5jhyO5qKvRR++2/gfT4fLH8D3M4T2yZxSigsd5JXZsflCTKa4nGp91ewtXyLnlLTaavYS2FRsPeqV3WQeALfZ0fD5/Mxd9UB3EE+H57/cTtF5UHuCUs8XPB03e2GUDj7YVj8jKxbEuIYtJCnZnFC7F8O6cObuxX+ul0E390D276DbmObuzVCHB+PE8rz6263xpM1dhZf7TYz98ulaDUwcVAqF/ZOqkn5G4DXUY7WV09HQtnBmn+HJcGEd9V9vuIt9QB32l/YmRV83U+p3Y3D3YwdFa5KVbQzmLytqhdfMmaKBsottbN4Rz7v/LGbcoeb83okMmVoOqlRoWhqrxk8Ulrvot3grgDC1M/uSrUtmPyt6pzHuc7O7fGx9WBZ0P37CitwuIMEgEaz+o6fNAs2fKZGshN7Q9cL4dcn1ehXuYwsCXG0JFhqLUoyVS90bJfmbom/uK6Q2Ev1Lne98NgXwAvREuhNqoZYaabf5qyxHzLp63L2FeZVb3vs2y18vGI/M28YHDBg8nh9VBBKmM4QvMf68HTgYUnQ/RK11gcfmMLo6ssL+FKAGIuREEMzTjAwWSGhR/CH0OR+Ur9JNFhemYN7Pl3HbztqOize+G0Xc1bu58tbT6NtbK003Qazen/tWxL4ZPE9wFD7eIvaFmy6XXJ/dc7jZNBr6Zcayc9bAwc1nRPCCDXUszZJZ4Qvb4PO56kaS4U7YdblNeuVwpKOu41CtDYyDa+1OLBC/R3XtXnbEUjvK1Xyic1fNndLhDg+YUlqukst3tThfLNXz77CijqHZ+TaWLw9wEgUkFNq55UVpVT2ujrgfl/KAJW1KxCTVS08BzolWEmKCJzE4fazO5LQkAQPTcVogTPuDdxJojPAwOskI55osJ25Nr9AqUpxhYuXf8mg0lWzBgidHgZer95fepP/9HSNBkbe618s1mRV24K9VwdMbbQU5aO6JwTtxJg+sj2hxnqCJWu86jBZPweWvgrbf6gJlFKH+mfRFEI0iARLrUXmSjWfuSVmnUvqDalD4IeH/BfaCnESKCx3sD2njD8y8tl6sJTKdufCqH9V9zIXtRvDF1vLg77+k5X7Ka2sO3JUVOHkzaUHWdPuRuy9r/bLdOVpdxaV494Fa9wR25cUEcrsm4bSK6Ums5dJr+WuczpxcZ9ktNpGHs0ty4Hs9bBrkVpXVVFY//GxHWHiLP9C2eEpcPWXENm2cdsmTmmfrwmeQOW7DdkUH752z5IA036DS16Fy96Gy99RiYeu+BBiO9c9SWxntc8cU7Mtog1c/RV2axv2FVawdFcBq/YWkllc2fDkKbW4PV6+WpvJC5P6kRpdM6oaEWrgkYu6s3RnIUXl9ayNMlrgrAeh7xT/7HgdRsHlbzdvQXohTlIyDa+1OLASYjs1dyuCG3STSo88/wG45OXmbo0QDZJVXMlfPl7D8j1F1dt6JIfz/jU3ENtzPFQUoDUmod24I+g59FpNwM5qDWoq3tWf7GXqwKlMnDCNEI8Nt97Mgj0ehlaG07eB7Wwba+H96wdRUO7E7vISGWogPtyESX+EVMNHKz8DZk+EgoyabZ3Ph7H/g/Ag03+MVuh8AUz/DcoLVM+9OTb48UIEYdAF7//VH94pUFGo1vYtekoVbQVVw+zydyB1OBgDjLgaLdBljJq+V1GgCjWbYyg1xPLR0r08++N2XB6VmCE8RM9LV/ZjSPsYQuqbNnc4DewvrGDBphymn9GBuDATHq8Pj9fHrGV72VtQwQ0j2tV/jrBEGPNfOONvKjGF0aqCpNDIhrdDCFFNgqXWwOOG7LVqultLFZYIg2+CP19UNWSG3drcLRKiXiWVLh74fINfoASwKauUqTPX8t51g4lNTiMKmDLEyQNfbAh4nquHpQcsDhtjMZEYHsLBUjtvL8/h7eVVe4oIM+m5aGj3o2pvtMVEtMV0VK85KqXZMOuyums6ts+Hn/8NY55WD5uBaLVqNCk8penaJ055lw9ow6xl+wLuG9+/DTGWWolC9v4Jvzzuf1BlkUrJf+uy4AVjq1LoR9S8V1dtzeXJ+dv8Diu1u7nh/ZX8cPcZdIizHn6WoPRaLZOHpHPVW8t4+MuNdfbfdU4nYi0NSHhitKhi0kKI4ybT8FqDvC0qS0+gaQUtSafzoMd4+OEBWPgvSRksWrQCm4NF2wMnT9iYWUqBrSYl91ld4+mdEl7nuMFtoxnUNvDU2PhwE/+b2AeDzr9HXKuBZ67oQ7y1EQIfe6nKqNcY019L9gdf/L7+E1WsV4gmlB5t5vL+bepsT4kM5cYR7TBWjaSW58Ov/wl8Eo8LNsxt8DWLyp08v3B7wH1ur4+5K/fjC5aePBBHGf1jnLw8vgOxVv+gqF2shYkD26CryAucdVMI0SRkZKk1yFylpgvEdGzulhzZgOvAFA5/vgAbPoV+UyB1MESmgyVOLVqXjHmiBSh3uOvdX1xrHVJiRAhvXDuIlbsL+Wj5PrQaDVOGptMvLZKE8ADTfewlaHI20T9jAfOvu5KPNlaw/mAlnePDuGZ4OqnRZgz64+jrspeoopuLnoTCXapg5cj7VYeKqeG94H4OywDox+sGV90EF0I0pmiriQfGdGVc/xTe/WM3Nrubi/okc1bXeFIia2VV9DihaG/wE+VsULX/GlB02eH2sD9A8pYqWw/acHl8GPVH+N5y2NQav0VPEZK7mQuj2nHulffybU4KczaWML5/G05vF0byupdg3WyVJXLIdDXNNSzxiO0UQhw7CZZag8zVKtgwNGPWq4bSaKDX5dBmEGz6TE3Lc9ZaHG+0qGl6nUdD/6kNWuAuRFMICzGg1UCw2rIxh015SwwPYeyhBzcNYDYF+fh12WHjZ/DN3RiBDste4v6O52NP74yp+xiM8Rb/hdtHy+WAjV/AN3fVbCvep7JmXTFTpfA/lvNH1bOOwhAafAqeEI0oxmri9I4mBqRH4vGANSTAfaYPgfiuai1vIGnDGhQoAYQa9XRJDGPprsCJTAakR2I8UseG1wM7f4Y5NZkvNcX7MO1exKVjn+eCKVcQ6iqBGf3VWqkq8+5SdZUuf1cCJiGakEzDaw0yV7Xs5A6BRKXD6X+FSbPh0jfgvMdViuFeV6g0r789Ay/0hhVvB6/ALkQTig0zcknf5ID7RnSKrTOFporFpA8eKAHYclSikypeN4bt3xC27DmMn0z0L0R7LMpz4If71b81Wv/R2m/uUvXYjkV4siqAGcigm+RhTpxQoQZ94EAJVFbYcx4NvM9oVR0GDRQRauDvowPXLww16LioT+DPCD9l2f6dF7VofniQUHs+LH7GP1CqsvdPyN3c4PYKIY5eixxZ+u6777jnnnswmWp6ZkeNGsXTTz/NunXreOyxx8jIyCAqKopbbrmFCRMmNGNrWzhXJeRugXYjm7slx0ajVQ9h4Yd94TjKYPX78O1f1TSi8x6T6XnihLKaDNx/QTe0Gg1frs3C4/Wh0cB53RN49OIeRJobsAi7is+nHpjKssFpA7c98HEVBepPRD2JEDxOlb675AB4XTVTWI2HCmaWZqu05uc8ojolKgpVKuT87aoToqKgbrHbepvu42CpnXybiQ7jPyD0+7vQ7F6kduoMMPAGGH6H6uQQoqVI7A2XzoD596vEDqCSOlz2DkSkNugUOaV2ckrt2Bwe5t1+Oj9vzeHlXzJweXykRZt58cp+/tP/gqkoCJ5i31UJxXuhy4Xqe2/Dp3WPWfOhmnFRvE9NY7cXqxHqqDRVMuRYp9YKIYAWGixt2LCBSy65hCeeeMJve0lJCdOmTePOO+9k4sSJrFixgttuu40uXbrQu3eQHs3W7uAG8HlOvpGlIzGFwbDb1YPgkpdVob3TAvfMCdFUEsJD+L9LenLnOZ0otbuxmvTEWo0Bs9sF5fPBwfXw0UTQ6GD8jPqP19QzIcBZATsXwhe3qKALQGeEUY9C36tUamS9Cca/CT/+E3JqZdtqM0jVYdE2/GvB4/WxKauEG95bSZ7NQZhJz+3DH2H8GSaijS50oVEQFl9dc0qIFiM0AnpOgLanq2BFawBLTPBCz4fZdrCM699bQWZxZfW2MT0TWXD3SBxuD9EWI/ENLfisOcK0V3sxfHYTDL0Fzrwffn3Sf7/WAMvfhMRe8O3EmsBLo4Uht8CIu1WHiRDimLTIaXgbNmygZ8+edbYvWLCAyMhIJk+ejF6vZ9iwYVx00UXMmjWrGVp5kshcrT5II9ObuyVNo9tF0GuCyp63b1lzt0a0QhaTnvQYC71SImgXazm6QAnUCND7F6tRpTP+pnqPTXUz5wFqxKd2QczDFe+FOdfUBEqgRpp+eFAFZKACpp/+5R8oARxYAUtehZAIGiq7pJKr3lxG3qHMf2UON0/8cpBBM/byVkY4nsh0CZREy6XTqXsqqQ8kdG9woJRdXMnkt5b6BUoA3208yIdL99A+1trwQAnUtMBgafNN4eDzgscBf/wPwttAVFv/Yzqfp9YufTHdf4TK54Wlr8C2+Q1vixCijhYXLHm9XjZt2sSvv/7KWWedxRlnnME//vEPSkpK2LFjB507+6e/7tixI1u3bg16PqfTic1m8/vTqmStgeh2ajrMqarvFJXF66vbJN14C9Xq78MqHo9ak1SWoxZ1gwpi7MXqHrXEqaQmox+vO4KkM8K4VwMXa/W4oDxP9S4HWsPX5QIKiSK3oBCfwwbZ6wK3b9cvatpPA63eW4QtSFbA1xftJLcsyHRC0WzkXgzA6wVbrrovPfVnuQTYmWcj3xb4u2bWsn1H/74PS1KjvbrDpu5qtOqzYN3HaibF6P+oKYMDr6s5psdlqgPlwMrg03cXPXX8ax2FaMVa3DS8wsJCunfvzujRo3nxxRcpKirivvvu49577yUuLo7QUP/5vyEhIVRUBE/bOWPGDF5++eWmbnbLlbX65EgZfjy0Ohh2m8oMtOx1OO3O5m6ROEyrvw8BivfD2o9g/cdqfV2/q6HvZLVWCNTCcrdDLdg2x8JVn8Dmr6BwN8R1ha5jwBogSULRXpXoRGesOVcVnZG86/7kz2wNb8zL5sYBGi6Jz6Xe1X1HUXMpIzf4g3ZRhQuXW5KvtDRyLx6mJBM2fg6r31MdGL0mQP9rIDL4uqV99aQKt7u82G3FYCxv+NS3ykL1mTDlc9gyT436RreD7peodUh9JsHKd2HTF6pj8PS7YfQT6vxOGxRk4C3LDt77XbJfjTjpQyA0smFtEkJUa3HBUmxsrN+0utDQUO69916uuOIKxo8fj93u33Nit9uxWIKnpJ0+fTrXXVfTC2Oz2Rg58iRNdnC0HGWQv0PVYTjVRbVVRW0XPwsDpkJIkGlMolm06vsQ1FS79y5U0+SqLHwUzHEQkaZ+7nFpzTSgLV/D9vnq3k3orgKtj6fAbUv9z1u0B94apUaVOo5S9ZL2LK7eXXjl9/zfL4XM25TP9YNiGVX6Odr4YcHbqdEe1cNU79TgxyZHhGAytLjJC61eq78XayvNglmX+2eT++2/sHYWXP9D0ICpU3xY0FOGh+oxF26BtV+rjHvmqPrbYC+FP1+C359X6wWH3aayR276HFa8BW1HwKdTa7U5U40Aj31eBVZbviL36kXo3UaieTfwNeK6wM6f1P094LqaZC9CiAZpcd9kW7du5ZlnnvGreO10OtFqtfTu3ZsdO3b4HZ+RkUGnTsGTFxiNRqxWq9+fVuPgRsB36o8sVek9URW+XP5Gc7dEHKZV34deL2yY6x8ogao7FBqhErBEpEKXC9S02TYD1X6PUwVNy99UgVP/q8FSa02F2wFLX1OBEsD+5Sq4qso6Z44hS9+GeZvyAZjS00zY8ufVdJ32ZwVua++JKntWA3VPCic+LHCWu7+d1yVwwV3RrFr1vXi43b8FTrtdmqlGgT2egC9LizHTNiZwwHHr0Hji178Oq94DWwOmvtly1VqkKqveU9nrMhaqKea/PhH4dT8+Aj0vxZcyiO92e8mO6K/WIwYy7HZ13oWPQHnukdskhPDT4oKlyMhIZs2axVtvvYXb7SYrK4unn36aSy+9lNGjR5Ofn897772Hy+Vi6dKlzJs3j8suu6y5m90yZa9VU3Mi05q7JSeGJRY6nK2m4rlkrYRoISoLYcOcutsTe8G+JWqEadxravTpt6dh5H1qlKgqFb7OAP2mqExYxlrTkCsKYfOXVPS6hn1X/srv533DFl8qnsmfQ1Rb3EPv5OdtKpCKCzNhKd6m1jP9+SIMmaZqyVSti9Lq1JTAUY/WSTNc4XCzr6CC33fksWx3AZlFFTjd6iEyOTKUj6cNpVdKTVIIi1HHwxd24+yuDQ+6hDjhHDY1ghTMhjlQGaCuESoL5gc3DGFw25rgxKTXcufpiUyI3IZ+5wK1sdYor8vtZU9+OUt35vPj5hx25JRRUOZQ39MRaeSMncn6yxaxaNQ8MjTpFF23WI001S7K7tf+UtAZKWk7ms+3VnDX/HwyL/0cEnrUHBMSoe7pggz1x+NS03aFEEelxU3DS0xMZMaMGTz33HO89tprmEwmLrzwQu69915MJhPvvPMOjz/+OC+++CLR0dE8/PDDDB06tLmb3TJlrVXT044iFfBJr/ulqhd+0+cqVbIQzU2jURkpD+f14NOHoCnNhG//Bmfcox6APp0KA6+HQTeohxutDrZ9X5MQotZ5i4Y9wIfFvXjh/WzcXjUa3zM5nHeu+IZKfTjGdQfUpbw+fFVtcFXCp9ep6aqTZh26hh7ie9QpHFtU4eSjpft4fuH26vNbjDpemNSP0zrFEmrQ0T7OyvvXD6Kw3Ind5SXSbCAh3IRBd4R0yEI0p2D3ZRWdod40/WnRZt64ojMFOfupdEOE1k78ptcxfV+rY0SnRl0dLjdr9pdwy4erKKpwVV/+ioGp3HPaEIrHfMJ1X2RzoFYgc3aXOGaMSqS+1ExOcwIa0wH0Wi0ZueVc/pmHBde8Q1jZTvC61WfGmpmw82f/30sIcVRa5FP04MGD+fjjjwPu69WrV9B94jDZayG6Q6Of1u72kVfpQ6eBeLMGvbYFFYONSIHk/mrBuwRLoiUwx6jA5+s7/Ldnr8VzwTPoFz8L+dvUOjudQfUk//mS+lMlsXfdKTbmOFZbzuDZr7f4bd6UXcqmUhM6HJzRNZEnF+6hoNxJSVgHEnUGFRy57WoEdtnrh87fC67+sk7T1+4r5ukF2/y2lTs9TJu5kgV3n0HHQ2s3oi0moi1SdFacRIwWGDxNreUJZOAN9afpByJDDUSu+JdaQ3Q4jQbangbAgWI7U99djt3lrd7t88EnK/bTNcHKHzvLOFDkn4Xy52157DujEx3M0YEL1lrjWVNkol1iX67VGlm9r4jsEjt/7ncwetlDULQ78O98FAWnhRBKi5uGJxqJs0JlxoppnGDpYLmX51faGf2pjW5vlzHiIxvDZ6l/T/q6nE+3OXF6Wkjmqy4XQObKQ2u2hGgBOp4LKYP8t0W1ZUe5mbLBf1E/r3ofznlE/TuiDcWn/4Oc0a9jG/Z3GPe6mmYK4CiH0myKbOW8sDirzqUGpkexJ7+ctQdK2Jdfyu1nqEXqLy4rpfCcZ+u2zWiBS14BSyzlDjc5pXaKK5wUlTv530KVXU+rgdHdYvjfhUk8e0Eig9tF8cmKA3i9LeSeD8RVqdIl2/KauyWihfD5fOSVOcgttauppMn91L1ZJXkATPwIbvhRfY9ojtARGBoBF/w38FqhUf+uTtjy+448v0CptlcX7eKcbgGyXAL3L8jFNe6NurNDdAZyz3uFfy8qYltZCEPDCxicrqbCPvV7ETmjXlSZ72rTaODS1+uMHgshjqxFjiyJRpC7WRWkO86RpVKHj+dXOpi52YlBCwMTdYxMNRITqsHrhaxyL2tzPPz9VzsvrHLw79NDOCutmYf52wyCkEhYNxsSH2/etggBqjbSxJkqiF/1rpreM+LvfLPZQ6TuYi687GziNr+HweOi8Ob1bMh18cLvuWQWV9AjuQN/6ZFC58pyQkr3wqL/wv6lOM59hQNFdR/A4sJMuNxecksree7H/bx/TS8+7RzPzOUH+NrRn8un/oJ53btoi/dA+unQ+woqLW3YnVXKCz/tYO3+IhLDQ3js0l4cKKokJTKU98cnkpAxm7BVX4JWz6juV1HYfhwujxeTtoVNt/O4VZbAP/6nRg1CItUC906jGlx0VJx6DpZU8t2Gg3y4dC92l4cxvZK4dnhbUse9DtlrVHDhLIc/nlfreuK7w8i/Q0wnsNQzwhTbCaYtUmn+MxaqmklDpkN0ezCpkdeMvCDrjoC8MgcRoYG/M1fsLSHX2peUKZ+rtOGFO/Em9CK/y5U88HMpG7OK2VcWwYiYIl66YhTrc5zMWraXd3eHcucNiwnZ9DHazBUQ20WNbkem163lJIQ4IgmWTlXZ69Rah6j0Yz7Fn5lu/vJzJWVOH+M7GRjdTo/Z4N/T1hcdY9ob2F/m5cONTq77vpLre3l4cKip+abnafXQfqQq5DfqX6CTt7loAcKTIPwi6HgOoAFDKH3KDjJt5i5eCtVzftfbGGyMYs+6Sl7+ZWf1y3JK89iZV86Cy0Lgw7FqLQIQenA5XRNG8ucu/+KYewsquH9kHGuMWj4Erv1gAymRIdx6RjvCTFqeWF2CWX8Td12ahtUaBloda3cWMOXtZXgOjRTllDr4am0m3RLDeGRkOB2/uUylWT4k4vfHCN/2GUz5TE19bUkKdsCbZ6vMmKDa/dWt0HkMXPJiw2vfiFNGTomd6TNXse5ASfW2t37fzRdrMvnittNISxkEK9+Cn/9d86KybNj1M1z2DnS7OPj3iEajvmeH3a4CEq0B9P4BSb/USGYuCZxYoW2MmZzSwAmJrCY9voId8MVl0OlciO2MtmgPXnsZW/McAHROT4G2vUnQaDg3BkZ0isEHhBr0kPCQGmHVm2StkhDHQabhnaqy1x1zL5LP5+ONdQ6mfFtBvFnDf0eGcGlnQ51AqbbUMC33DzVxbQ8D7290ctMPFdibsyBl+7OgIh/2/NZ8bRAiEIMZDCqrXc+UCOLCTJRWupmzJofoiDBeW7SrzkvuGhqFaf5fqwMlgIh1b3HP8Mg6x+aWOkioyGBghI1oi7r/M4vtPPT1Fu78dBOzlh9gcMd4rOGRoNWRW2bn/s/XVwdKVb5YncndozqQuPNTv0CpiiZvC5o9vx/Hf4gmYC+FH/9REyjVtv07yQTWSq0/UOwXKFUpKHfyzu+78VXkwaIn677Q54P596mirkei1aoprfq637n906KItQb+Lr7nvM4s2Rk46960IXEkbHhL3ffbvld1l7Z9S+JvD3Db0Cjax1pIi7H6TRcMMehVoASqw9RklUBJiOMkwdKp6uB6iGp31C/z+nw88oed/yx1MLaDngeGmog1N+xtotFoOL+9gb8PNvFnpocb5jdjwBTdAcJTYMNnzXN90fpUFELuFtj+A2SuhtLsI74kOTKUT6YNpXebCMJD9OTbHHWCFoDuUd669WDK8+m8401en9DZ70FsTK9EjJs+JeWn25gzMYUeyTUFmsND9TxxQSqDkmqOL6lwsbegbnBRUO7EY8snLOOr4L/A2g9VCuZjUGZ3sSe/nF+35bJ8dwGZxZW4PYHXdTSYvURNhQpmy7zjO784eZRmwYGVuLLWM2fVgaCH/ZGRp2qgeVyBD7DlBk6wcBTaxlr48IYh/vdiiJ6HL+xGf2sh/xyq5/QO0dX7THott56RxlWxOzFsD/CezV7LaSl63r9+sNQyE+IEkPlJpyKPWz1Y9bvmqF7m9fm479dK5m53c2NvI+ekH9vbo3e8jr8PNvHUMgd/+amSV84NRXeip+RpNND2dPVwNPb5gL19QjSa0iz48jY1badKZBpMngtxXep9afs4K+9dN5iiCgeZh2XEqqYN3GFhjU7iPNdP9LmoA0W6ZHRaSNQXo9lqhIIMOs4bzweD76Fw1ACcHh+RlJKw6Rn0/Wp60eu7NzPyKhhc3+i0zqh6r49Sgc3By79k8N6fe6iqPx4eomfG1QMY0DYK47GmHddo1DTcYA++hsCFRMUpJncLzLocSg6g6XkFJt20oId2iQ/Dpamk3m+IRliX1zUpnLeuGUBRhQuH20u0xciSnQXo8reQ/PPfeGXgHRRecDUV5WWEU0685wCmOTcGPplGQ5toK7poeT8LcSLIyNKpKH87uB1qgWkD+Xw+Hvndztztbm7td+yBUpXusTruGGBkwV43/13uOK5zHbP008BR4lcYUIhG5yiHhf/yD5QAivfBh+MDTmE7XLTFSIe4MNrHWQk11H0wW3zAgyftNP+NUe3AmoB2/n0kfXE53eeeSZc5ZxLx2STocJY6piybmJ/+Rqc5Z9Ljs7NI+ewS9FGpfut2Is0Gv6KytX2x3Y6n/3XBGz54evWUwqOxcEsu7/5REygBlNrdXPvOCrKLj6OgtDkael4efH+3i4793OLkUJIJH1yiijwD+t0/M6V78LT2N57Rnu32SDBaAx8Q3T5wtrtjkBRppntyBP3SokiPsdAtKZzSyO7gqiAidwXtNr9Cj9mDSP34LEwGXfBsfO3OQmeODrxPCNHoGj1YKiws5L333uPxxx/HZrPxyy8B6g+IpnVwg/o7uuHT8F5e42TmZhc39TFyepvGGXAcmKhncjcDM9Y5+TojSE9vU4pqpzITbfn6xF9btB7lebBxrv82Qyj0mwLD74TKogafKj7MxHNX9KnzjPTe6hI8Fzzj/9DWZ6LKrHc4R5mq29R3ct190e1hyM1+axiiLSb+e3lvwkx17/uJg9JVgJHcr+65Op8PyX0a+qtVyy2189LPOwLuc3q8LNySc9TnrGYww5n3Q3hy3X2n3622ez1QlqPSigcbgRInr8JdYKv1HirPp2PFGi7uUTe4OLtrHDvzynnyj2IKRr9ctwitIRTPJa83LFGSU6X0pzy/ZltlkdpWWXe9FKjCtmsKDBSd8zT0uhxWf6B2+Hyw8XM44+91X2SOhjFPqbTloKYIlmar9XpCiCbRqNPwNm3axHXXXUf79u3Ztm0b11xzDXfddRePPPIIl112WWNeStTn4HqwJgbvKTvMNztdPLvCwYQuBs5Ka9yZmRe017OrxMt9iyrpEaulQ+QJTDOs0UDqUNj6HVz4fNCpTEIcF3eFX+IFUofAyPtgzYfw+3MqoBl+p8qCd4TU1Ua9jpFd4vjhrjP4cNledubZGJQezaX9U9BGhBxKUfwl7PxF1YRZ/mbgE/36BIyboQKm5W+AoxR6XQHtRgQsStklIYxv7xrBN+uy+HNnAWnRZq4elk5qVCi6EANMmg0HVsDq91W2r8E3qUK21vij/s/l8frILA4y3RDYdrDsqM/pJ6otXL9ArV3a/JUqLDpkukoB7SxXi+TXzFT/z3pOgEHXqymT4tQQIBlD7E93889RLzCpZ1/e3+ig0unh8oGpnNYhhnf/2MPvu0p4zJzA3yb9RMy2jwgt3oEtrj8FHS8jJDydeu9atxMKd6qU/nv/UPfEaXdBfA/47h4oyIC4rnD2wxDXDULCql8aZTEyqk9bSkoiCNPko7fXCqrWzVbv24kfqvdxeb7KiNftIvV+rSiErDXqXi/ep6539oPqGqaGffcLIRpG4/P5Gm0F/pQpUxg/fjzjx49n0KBBrFixgsWLF/PEE0/w3XffNdZljovNZmPAgAGsWrUKq/UU/UB5/2LwOOGsh4546JYCD5d+Uc6ARB239TOiOVIRvmNgd/t4aLGdcKOGr8ZbMOlO4Pqlgxvhh/vhxp+hzYATd11Rr1PqPizeB68OVQ/illi45FWYcw24D5tO1u0iGPu/muKyR+DxeHF6fJj0WrS11xX5fCodsNsBn14LuxcFPsE5j8CIv6qHOZ+7Qet1vF4fDrcXg06DXhegc8FlV50Q+uDTmo6kwOZgytvL2JIdOCh6ZkIfLh9QN6A7Js4KtYZJbzw0Peti9fBaW3gyXP9Dqw2YTql7EeDASnjrnMD7ojvgnLoAb2gkIYcyxi3cnMONH6wEwKjTclaXGFKsWjKK3OwpqGDuzcOJry+JwoGV8O75dUcpe16mZjcsfqZm22VvQ/dxAdOQe0uy0L59Tt1pu0YLdBoNp/0Fknqr+89ZoYL+H/9Rtz1XzISuY6VzUIhG1Kh30/bt27nkkksAqh+6R4wYQU7OcUyrEEfH51PT8KLaHvFQm9PHzQsqSLRouKl30wRKACF6DXf0N5FR5OXZE71+Kb4bmMJh27cn9rqi9bAmwNDb1L/7Xwt/vFA3UAKVbKQhKYgP0em0hBp1/oESqIclo1n9Oe2uwC82WqDTeerfemODExtotRpCjbrAgRKAIeS4AiWAGKuJ+8/vGnBflNnA0PaNuBbDaK5J7rLzl7qBEqiH07WzweNpvOuK5hORqkZZatNo1fS1/tdgtERUB0oA3ZPDSQhX72mnx8sPm/N4Z3kOv+0o4J7zutYfKJUXwLd/DTydc+Nn0Gagf/mO7+4B28GAp9KGJ8FZD9fd4SxXo7qWuJo1TOW58PP/BW7Tt3eD7ciZOIUQDdeowVJ0dDS7dvnXCNm1axexsQ3rSRWNoOwgVBY2KG34P36vJLfCx10DTZj0TTva0zZCy4SuBt5c72R5tvvIL2gsWh2k9Ift80/cNUXrojfB4Glw+l8hqa+aihPM9h8a77oVhbD9e7joRf/pfXFd4LK3YO1HalTpaFUWQd52Vddl3xK1UN5ug8LdsONHFXQU7VWjTMeob1okz07oQ6S5Zu1Uj+Rw5kwfRpuoJsjw5SiDdR8F379xLlQGrnUjTjJhCXDVJ9BhlBpVHPE3uGoOnP8UtBmk1jN5a1LUJ0eG8vG0ofRLi6zeFh6i518X92BEx2go3g97fodt81WwXXuqnL1E1TQMJnstxHaq+bmyCCqCvM80GuhyPox+Akw1U/VIHQrXfg0RtdbhFe8Lvt6uPF8FcUKIRtOoC1Suuuoqpk+fzs0334zb7ea7777jtddeY+LEiY15GVGfnI3q7yNkwvtmp4svdri5ta+RRMuJGa4f20HP6hwP9/xSyQ8TrITWU+S2UaUMgsVPqx7kQAu/hThe1jg48z4VWGj1/muYajM0Yk0UjaamptOoR9VokkarHqS+vx9SBh79VJyyg+q1m7+o2XbWQ+p3+uXxmt9LHwIXvwxdLjim9RERoUbG9U1mWIcYSipdGHQaoi1Goi3HN2oVlEZb/4iY3gSaE7ieUjStyFS4/G2oLIafHoXFz9bsM8fA5E9Vx8ahlODtYq28c+0gCsudONxeIswG4s06DJlL4ZMpNQGSRgMDr4czH1AjPVqt2hZsNYPOVDeoqe99Zo5R6wG7XQT2YnWfmWPUqFht2iMUmdVKVRghGlOjPiVfc8013HDDDbz//vt4vV5eeOEFLr30UqZOndqYlxH1ObhBTbmpZ+F1XoWXhxZXMjRJx+ltTtwDglajYXofIwfLfTyz4gROx0vprx6Wdiw4cdcUrY8+RGVf7HZJ8GM6X9B417PEQf+pkLkKvrxFrZP6ZAr88KAqsjnohqN7aPK4YMXb/oFSWKLKBPbTv/wDQLcdPr8RinYfc/N1Oi3JkaF0SwqnY3xY0wVKoALJwcFr7TDoRrDENN31xYlntKjRxE1f+G+vKDiUWjzTb3OUxUiHeCvdk8NJiQzFYDsAH17mP5Lk86l7ZMs36t+hUdAhyPoojQYSe0JBrcyPEalHfp/pDCrYS+ylRqUCpQiPaOM/+lRbdHsVYAkhGk2jDylMnjyZb7/9lrVr1/LDDz9w/fXXo5WFhidOzia1XunwFKi1PPqHHZ8PruvVdOuUgkmyqul472xwsjb3BK0RMIWpbEQZC0/M9UTrZbTAOf9QQcbhznxQZak8HvbSQ+mJC1SveJ9JEN+97nG9roC4zkd3blsOLHv9sPNMqElnHMiyN45tql9zSO4PnUfX3Z4ySC2gF6cWWw4sfS3wPkeZyiQXRLnDjWfbDypRUiCLn1HnD4mA858MHJyMvA82zFVBlUaDu/NYcq78gRxfFK7jWR/ntquA6tIZAVOdM/5NNRVRCNFoGnWs9oEHHgi43WAwEB0dzZlnnknfvn0b85LicDkbILpD0N2/7HPx7S43t/czEm46sYFSlQva6VmS6eG+Xyv55jILhhORHS+5P2z5SvWe644whUGI4xHdDm5YqILzrfPAkgCDbzxU3DJw8dcjclaoHuqfH4Os1RCWDCP/DmnDYcpnsH+ZWqNkCIVBN0F8V7/Cs0dS6XSDvZJQx2G1Wizxas1GMIUZ4HHUJFFoycIS4KKXIHeTGh3wulVCjpR+akRQnFo8TpUyP5gAyT4qnG525pbz05Ycbi3fTNB5FyUHakZaYzvBtF9h23dq9kJYihrVDQmHFe9Aj/FkDXuUTzZX8um7W/H6YFy/ZKYMTT+69Xk+nxrJ/fNl2PoNdBkDNyxQ9ZjytkHqYOh9BUS0zqyOQjSlRg2WDAYDn3/+OaNGjSI1NZWsrCwWLFjA8OHDKS4u5v333+fxxx9nzJgxjXlZUcXtgPwMtbA1ALvbxz9/t9MrVsvwlOabn6/Tarixj5GHF9t5Y72T2/o14fSbKikDYO2HKqtQ+vCmv55o3SJTYeB1auRHawiYKvio7F8GH44H36GF6eX5asrd8DtU4coel6opfhrtMQUuq/YW4you56ywJCirlUmrcBe+xD5oivcGfJ23zWC0+iZIyNBUwhLUn/TTAd9xZ/YTLZg+RK1RPTwVd5WUuoWWV+wuYup7y2kfa2HKsMHEEmRUNaGHOn+VyDQYPF0F37Xv93P/RVaJnSvfWs7egorqw19ftIuv1mYx9+bhpESFNuz3KdwFb56t1jKBqt+2ZiYMmgbjXqtZQyWEaHSNemdlZ2fzv//9j//973/87W9/49lnn+Xll19Go9Hw4osv8vrrr/Paa0GGxcXxy9sKPk/QtOFvrXeSZfNxbc8TP/3ucO0itIxpr+fFVQ72lniP/ILjFdNBTZnY+XPTX0uIKobQ4w+Uyg7CvLtqAqXalrwM5XmHrhVyTIFSbqmdB7/YwEsrbBQNvd9vn7uiGNuQuwNP69WHUNFjMuhOwsQIeqMESqe6sCQ4O0AdIoDIdDU1u5acQ/eBzwc788o5GNmvpiaaKUz9u+p789z/q1svTaOpe79rdfy8Ld8vUKqSXWLnizUH8HgbUOrSWQm/P18TKFXxumHZq3BwnQRKQjShRr271q1bx9lnn+23bcSIEaxcqQq+DRkyhMzMzEAvFY0hZ5P6Oyq9zq7cCi+vrHEwup2elLCW8aF6WWcD4UYNDy6upBFrIwem0UJSH8j4qWmvI0R9XJVQtAd2LFRTdgr3qCl29aksVgkbAqmqq3YcSipd7CusYPW+EubZe1My8jFVmwwoSh7BC2t95F/ykVpUXiWmIwfHf8ZzK+yUO9x4vT6yiitZsbuQHzYdZHtOGUXlJ8laJnFq0mig8/kqZfih9zOgRhWv+apOZtSSSheZxZXVP9/xXT7ZE74j88pfWHL+d/x4xlx2XfUHpVN/VZkmG6C00sUXa4I/83y9LoviigbcJ/YiNfUumLUf+aVDF0I0rkadhhcdHc3ixYsZOXJk9bYlS5YQGRkJwP79+4mIOMY5++LIcjap3rQABShfWOVAp4FLO7Wc9Toheg3X9zLy1HIHX2W4GdfUbUvqB3++qOrTBMowJERTspfCps9VYcqqdMJaPZz3GPS5EkIjA79Oe4SRG/3xpSPX1Sp6+88fs/mty0BuvfBbIrWVEJHK4pUZ/LnPyj2nf0RbswMfGraUGHjm2yLaxdnRanxszCrhundXUFArQDq3ewKPj+tZf1FPIZqSOVqtH+p6ocpqpzepEaHQqDqH6g4r/pwcGcLKkjAe+HwPNkdNJsgrB6fyt3NDaUj1SJ0WjPrgnZMmvQ5tg2Z5aPyL2x7OaKkZ9RJCNLpGDZbuuOMObr/9ds477zzatGnDgQMHWLhwIf/617/YtWsX1157LVOmTGnMS4racjap6QWH2VPi5eMtLiZ1M2A1tqwP1L4JOoYm6/i/P+2MTNURFdKEo17J/QAf7PoVeo5vuusIEUhBhppOV5vXDfPvV+/NtKGBX2eOVvsDZe/SGSG+23E1K8pspE+bCNYdUCmSF24rZOG2QgAGpnuYPCSNf369ies/q7tY/tGLe1BY7mbKW8sotfvXlvpxcw7tYy387bzOGPUn4VQ9cWqoSsVNar2HRZk09EgOZ1OWep/fNKI90z5YhdPjP2Ize/l+eiZHcNWQtCNOZ7eYDFw3vC1LdgYuEjt1eFuiLA2YOmuJU+uhfvtv4P39r5VgSYgm1KhPphdeeCEzZ87EbDazefNmrFYrH330EWPHjkWr1fLII48wffr0xrykqK0qbfhhnl9pJ8Kk4by2LbNQ3bU9jDg8Pp5Y2sS1lyyxqs7Frl+a9jpCHM5VqUY1g1n8HDhsgfeZY+CSV9Sau9o0GrjkVbAeX5rgKIuR/17eh/AQ/88HjQamDE1nVPcE+qVF1nnd6B4J9EoJZ3N2SZ1AqcrMpXvJKzvCNCNXpVqEX5ajphJ53Co9emn2yZOWXJz0or0FPHNeLKlRoTw5Jp1UfTGPnJNA+1hLnWNf/iWD3LKGfV/1TYvkrK516x6O6BjLuZ3Cat779U1F1+lhwNQ666wAFSjVkwFXCHH8GvXped++fcyePZucnBy8Xi+7d+/mscceY/fu3SxdupS2bds25uVEbeX5UJ5bJ1jKKPLwdYabqb0MGE9Eiu5jEBmi4cpuRt5a72RcJwPDU5owqEvuq5I8HKp9IcQJ4bJDUZB1R6DWJLkrwWQNvD+uG0xfDFu+ht2LIKq9eniKTFOJHY5Tp3gr3945gvkbD/LHznzaxli4cnAqbaLMWEx6Xp8ygA2ZJXy8fB8GnZYpQ9PpkhBGjNUUcPF6lQqnB2ewmjJer0qF/MeLsO1btSZq7P9gyzxVTNTnhR6XwZCbIUrSIYsm5rDRZe9sfpk0Fu1v/0S7dA0dwlM474y7+NXeiXu/q1l7lF1ib1hiBiA+LIT/XtaLrQfL+HDpXrw+uHlEOn0sheh/vAd2/qQ6QobeBt3GBq7RBhCRAld/DvuXw7rZYAxTxZRjO0lBZSGaWKM+lT700EP4fD6ioqIoLCykW7dufPnll0ydOrUxLyMCCZLc4ZU1DqJDNJyV2jJHlaqclabjjwNaHvitkh8mWAnRN1Egk9RPPYwV7lIZ8oQ4EYwWaDNI1UgKJGUgGIMESqAyXUWlq1Thg25SU4uOtJbpKGi1GlKjzdx0RnuuGZaOXqf1W8OREB5CQngIZ3SKU0m/dDWTEnomB1+HGhdmIsQQpJ1Fu+HNs9RaEoCxz8Pc69S9WWXpK7DpM7jhRxUYCtFUzFFoE7qhfW90zShPRSFx393IBQNvI2PIOGYsU5knuyWFYapnLdLh4sJCiAsLYWj7GHw+MBZsgTfOVgVmASoK4Lu/qVpNl74O1rojUQCEp6gyAV3GqPtf27K/14U4VTTqNLyNGzfyyiuvcOutt2K1Wnn44Yd57rnnWLJkSWNeRgSSu1mtXwiryfCzv8zL1xluLuygPzGFX4+DVqNqL2XZfDy/sgmn4yX2VF8yMhVPnEh6oypMG2iRtlavgiBDA+utGEIaNVA6nMmgq7PYvYpRr/ULlADaxVloG1OTVMZs1BEfZkKv1fC3czuTEBZg5MtVAb89WxMoJfdThTVrB0pVyg7C2tkQbIRKiMbg9cEvjwecDmdd9SqTuodUT0Z44IJuxFiPPvW8QafF6C6DBf+oCZRq2/mT6kQ4Er1JAiUhTqBGvdtCQ0OJiIhAr9ezfft2AM444wzuu+++oz6Xx+Nh6tSppKSk8OSTTwIqNfljjz1GRkYGUVFR3HLLLUyYMKExf4WTV84m1fNa6yHqrXUOzAY4K+3k+FBNtmoZ39nAm+udjGlvoE98EzwQGsxq3vfOX9QUBiGaSmWxqoGUu0WlLo7tBNd+A1/dAgU71TFR7dR6pOh2x3yZMruLApuT7TllmAxa2sdaiQ8zYdJ6VKBRkKHSk8d1BWtc3bVPtlwoO0iBJ5RcXyR7ihzEhZtJiQolKeLIAVxCeAgzbxjCSz9vZ1iHOHQaKK5w0S05nDaRoWgDBV6VRbCtVirktKGQsTD4RTbOhYHXq/YL0UjKKl3kl6t7Z0REIeaSA4EP9PkILd5G5/h4bjmzI31TI4Of1OtR65CK9kBlIcR2USNFVRlY7aWwq556f1vmQeoQv025pXayS+xkFlXSJiqUpEg1UhVUaRYU71f3f0x7NbXP0nLvneySSjKLKsktc9A2xkJCuOmYglEhmkqjPkWnpaWxaNEiRo4cidfrZf/+/RiNRtzuwIt/6/Pyyy+zcuVKUlJSACgpKWHatGnceeedTJw4kRUrVnDbbbfRpUsXevfu3Zi/xsmpKlg6pNju45NtLsa01zfdlLYmcFEHPSuyPdzzayXfXGbB1BQjYol9VM0Kj/v4C4YKEYgtF376P1gzs2abKQymfA7XfltTXDI0KvgahQYoLHfw5m+7eP23XdUd4ia9lo+m9qWfdwPaT69VozhVBt0EZ95X8+BUvB8+nUr2iMe5+9cSlu7ZXn1ofJiJmTcMpktirRo1QbSJCuXaYe2Y+u4K8mw1I8Ond4zhmQl9SYw4/MFOeyjl+aGRJY+r/hTohtAmHU0TrU+BzcGrv2bwzh978Plg4TXJdKzn+JiIcN67fjAJYSGBOwBAfadkrYGPJqgOgSpdL4ILn1H3uuZQGnB3kBkUWiM4ysGkEkvsLSjn+vdWsDOvvPqQTvFW3pk6iNToumVCyN0CH45XAVOV1GFw+dtq3VMLsz2njGveXs7B0pqRtkFto3hxUj+SIhs42i5EE2vUaXhVwcz+/fuZOHEikyZNYsKECZxzzjlHdZ4lS5awYMECzjvvvOptCxYsIDIyksmTJ6PX6xk2bBgXXXQRs2bNasxf4eTk9ULeVohsW73poy1OPF44t23LqavUEDqthpv7Gtld7G266XjJ/cBRCtlrm+b8onXzelU9pdqBEoCjDN67UE2/ie+m/hxHoASwYk8Rry3a5TdzyOXxEuvNQ/vxJP9ACWDFm7DjR/XvyiL46lYqEvrz9GotS/f4pwbPLXMw5e3lZNcq1BlMdomdq99Z7hcoAfyeUcALC7dT6Tysw6wqFXKV7T9Aj3HBLzB4utRGE43qj4x83v59T/W9syIXVbg8EH0IhoSuJEUEGSmtUpYFM8f5B0oAW+fB8jdVp4A5BnpNCn6O1EGQrzotCmwObp212i9QAtiRa+OO2WsoLD/sO7I0q26gBLB/CSx4OHjGzWZysKSyTqAE6nPt8e+2YHO4mqllQvhr1GDp7LPPZsGCBSQlJXHrrbfy0EMPcfvtt/N///d/DT5HQUEBDz30EM8++yyhoTW9Cjt27KBz585+x3bs2JGtW7fWez6n04nNZvP7c8op3qseig4ld3B7fXywyclpKToiTSfPqFKV1HAtl3Ux8MY6Jyuyj35U8ohiO6npeLJu6YRpFfdhFVsO/P584H0eJ+xY0CiXKSx38OJPO+psH9Q2mqg936jpQIH89rRqY3k+7P6N/M5X8vXGfKItRm4a0Z4nxvfi76O70CneSl6Zg32FKuByur0cLLGTU2rHfVjtmZ15NgrLA6f5/mx1Jvm2w/ZVp0I+VCOqZL9qb8dRdU+QPhw6nl3vfwvRcK3qXgwi3+bgxZ8z/La98GchmSOfVVNma9NoDiVdaECK/gMrwRnkv+fyGeq+M4TCiL8GTlgy9BZVB3DJS+CqJN/mrK77dLi1+4spOPy+Kt5XN1CqsuUrNS34GJVUujhYYqfQdvSdmG6Pl5xSOwdL7DjdXkorXeSU2NlXWFknUKry/caDdX8/IZpJo89BSkio+UAZM2bMUb3W6/Vy7733ct1119G1q389gfLycr/gCSAkJISKiuBpawFmzJjByy+/fFTtOOnkblZ/H0ob/uMeNwfLfdw14OQaVart4o561uZ4+MvPlcyfYCWsMYvpavWQ2EutWzrj3sY7rwiqVdyHVXyH1goFk789+L6j4HR7yS6p+6ARbTFiLckI8IpDSjPVdCFnOaUDbqMoNI3RPWBcv2Te/WMPn6zcR2J4CFcNUQ9zJZUu9hdW8NbiXXyzPhudVsPEQalcOTiN5EPTZLLqGX1yerzYXQECt6pUyAdWwLqP4cAqOO8xGHY7rH5fFeztf626V49zBE7UaFX3YhAuj7fOiOnBUjs3ztfx4vj5JGcvxJL1B8R0hH7XNDxFf2E9yRkcZaqzBNSU3DFPq/WEuxdDaCR0uRAyV8Ef/4OU/uC2E6T/oVq587D7qiw7+MFej6ppdpTKHW62HSzj6R+2sim7lJTIUO48pxND2kUTbTnyuqKs4kpmL9/HnJX7cXt8jOmdyMW9U3jh5+2M7p4U9HUer4/Kw38/IZpJi1qwMWPGDIxGI1dffXWdfaGhoZSVlflts9vtWCx1C8bVNn36dK677rrqn202GyNHjmycBrcUOZvVh2+omqby/kYnXaK1tI1o1IHDE0qr0XBLPyMP/Gbn4cWVvHBOgLnZxyOpL6x8R01LCFbbRjSaVnEfVtGZIL57TSfG4dJPa5TLWEx6eqZE8Nt2/97iPQXlFPUfTsymzwK/MLE3GELxWOL5KfpKouxeRnWPZ9rMVdVTkkorbfxr3mYmDkxlZOc4Ln31D7/RoZd+zmDeuiw+umkoyZGhdE4IC9rOiFADFlOQr5rwZOh+CXS+4FAqZJ2anthuhMpKpjt5O3xaqlZ1LwYRatDRIyWc5bv9p8ttOVjOue+W8/rkKzj/9JtBa1Bp+xsqpX/wfRFtQH+ow9dohk1fQ/Zq9V3kqoAvb6kZlUodBkYrUWYnGk3gerVaDUSaD7s/6itOa7Qc9Xedz+fjz4x8bpq5qnpbaWUZt3y4mtvO7MAtZ3bAGhL8Hs0urmTyW8vYnV8zjXDmkn18v+Egz13RN3AnyiFmow5rSIt6RBWtWIt6mv7qq69Yvnw5AwcOZODAgXzzzTd88803DBw4kM6dO7Njh/+Uk4yMDDp16lTvOY1GI1ar1e/PKSd3E0Smg0bDzmIPS7M9nJt+8n/IJFi0XN/LyFcZbuZua+Th+OR+4HXBPklrfyK0ivuwijUOzvt3kH0JkDq4US4TFmLgb+d2RqNRM4Xiw0xEW4xsyS4jP25Y8DU+5z4G5mgOesJ5dGE2TreXZxdsD/hAll/u4JMV+6sDpbgwEzEWlf58T0EFf2TkAyrBQ/ekwAHTned0IiHsCD3QeqN/AgetXgKlJtKq7sUgIs1G7ju/W8B9EaEGeqREHErPfZSPSHFdVYbLQM75J4QfGkkxhMJpd0L+DlVgdt8Stc0UBtHtYdD1oDMQYzFyUe/Aoy/j+7ch1npYKYKwpDqZ9KoNvxOsRzdCm1Nq56EvN1b/rNNqSAg3ER6q57VFOyk4wtDX7xn5foFSldJKN8t3F4IG+qdFBXzttDPaE3+kzw0hTpAW9UQ9f/58v5/vv/9+AJ588kmKiop4+umnee+995g8eTKrVq1i3rx5vPrqq83R1JYlZ7OaLgDM3uIizAiDk06NzFGnt9GzMd/Dw7/b6R2no3N0I/1e4SlqkfnOn6HTuY1zTiGqpAyE8W/BDw/UrBNIHQKXvKp6mBtJp3grX95yGiV2F7vyyzHptbSJCiU02oxv6vdovroFMg8Vwk0/Dc5/UtU22vo9RZZBlFS6cHt9HCgKPD1nYHoUn6zYz9SBsVzTy4yleBs+rZ7SsI68tLyUz1dnMqZXInFhIbx57SAe/XojC7fk4vOB1aTn9rM7Mq5fMjpdE/TLlWVD8QG13ikqHcLbQFgD1pUIAXRJDOPNawby8JcbyClV63B6pUTwzIQ+tIk6xixs4UlwzZcw7y81a2JDo+Dsf0DHw75notrCTb+ogrRFeyHkUHmB8nxwVkJ5HuGWOB66sDthIQbmrNyPy+PDqNMyaXAqt5/VEatJdSiUVLrIL3OwM9fD8IvexPLrP9Fs+Rp8XjWiNPxOGHiD6pQ4CsUVLnLLHOi0Gu49I4EL2mkJKdyGzxRBrjGNvJJy0mMCz+4pd7j5fE2m3zaLUce/z01kUIyD0NI1hOhTGHhpKs8vC2PWsn14fWpE6aYR7ZkyNB2j/tR4jhEnvxYVLNUnKiqKd955h8cff5wXX3yR6OhoHn74YYYOHdrcTWteboea99zxHJweH59tdzGiTcsvQns0rutpZHexnekLKvl6vKVx1i9pNGr6w8566l0IcaxCI6HnZSo5gb1YpQo2xzR6Rje728t3G7N5Y7F/6vBnJ/QhtltHzJPnQkUhoFEZIGeOUyM2l7yKviIXAH092b2cHh9/GR7L2bavCP/4WfXwBSTqDPzfWU8x3ze0uoBtSmQoz13Rl8JyJ5UuD2EmPfHhIXWK2DaKgp0w63L/IrZxXeCqOdVrN4Woj9WkZ1S3eHqlnEZJpQu9TkuU2dCgdTj1imoLE96Hinz1/RwSDtYk0B324O+qVN8/P/9fTTIWrR7OfEB1BORugcveIiE8mYfHdmP6yA5UON1YjHriwkyEGNT58ssc/Hf+VuasUjWiQgxabhpyF9OnPYxF60RjClMjSkcZKEHNZ8Pbl6UxJON5QmfPrd6XaLTinPAheCIDFtvWadV0xyomvZY5V6XTZfGd6DOX1xxoTeCey+dwzbAz8Ph8WE164sNMEiiJFqVFTcM73JNPPlldkBagV69efPzxx6xevZqFCxcyfvz4ZmxdC5G/Qy0oj0znp71uiuy+k6YIbUOZ9Br+MtBETrmXv/1SiTfQfKFjkdxXpVwvrWdRrBDHSqtVSQwSeqge4yZIfb1sdwEzfvNPHe5we7nj4zVqtMgco66tN6mUwhUFcPpf4YcHiS7ZQlq0GY/XR78gRTY3HijmvOiDhC95ujpQAsDjImrhX7m0rZMQQ83nTViIgfQYC10Tw0mJMjdNoGTLhU+m+AdKAHnb4LOb1O8oRANoNBoSI0LpkhhOhzjr8QdKVUIjIKYDJHRXI8mHB0qg1jQufMQ/a6XXDT//G9qfCQc3qFptznJCDXrSos10TQwnNdpcHSj5fD6+25BdHSgB2F1eXvo9m34v72Cvrq1KTnEMgRKANUTPFQNS6FfyI6Fb5vrvdNowfnwFlGQGfG2IQc/U4W2rf752YCyd1/3XP1ACsOUQ8dlEUvXFdE0Mp02UWQIl0eK06GBJNEB1Jrx0PtnqpFOUljZhp97/1iSrllv7Gflxj5v/NVb9paS+gEZGl8QxKbA5yC6ppLiiedLbFpY7ePnnwFnvfD74ePk+vN5DUVT+9praL5GpkLeV+GWP89LYREKNOu4a1YmIUP81QhoN3HFaPKFLngOdAUePSRy88AMOjnkXV6cLQKPFtPINcB/j7++wqTTHZTmBV7AHU54fPHnGgeVqv2h1iiucZJdUUnCUqa0rXW6ySyrJKbXj8TZSR1yV8nz1Hq8o9N/uKIPFzwR/3fo50G0sbJxbb7rv3DIHr/66M+A+l8fHj1tyjqXVfue47/RIIlYFyZ7ocULGT0Ff3z0pnLGH1lxd2tmIYdtXgQ8sO4ixbP9xtVWIpnRqDUG0RrmbwRJHrtvMbwdsXNfz1F0UPSBRzxVdfby42kmHKB2XdDzO3zUkQq312vkz9JvcOI0Up7zCcidLd+bzwk8ZZBVX0i05jL+P7krXxLB6M0M1tmCpw6vszq/A5fVi0uqg5FDPs1YPzkMLrgt20uOPO9k2+iP+Mnczz0/sy4YDxWzMKiUhPISzu8ZTWVGARqdn35W/8OaaSr75vhi9VsuEXvcwZdK9JK9+BjyOo+u5djuhcCf88h/YvQhCIlV9mR6XNixFuCNw3ZlqzroLysWpy2Z3sfVgGf/9YStbsspIjgzlrnM6MrRDLNGW4O9Lr9fH3sJyXv45g4Vbcgk16JgyNI3LB7QhMeIY1yxVqSiE/cvg1ydUOvG4zirBQ2JfNerkstfck4GUHoD001UR23rSfXu8vqB1igB25R1fDS2bw01FaQUx9XVAFAQvUxAbZuLRi3pw9bB0otx7g9d+A7T1pT0XopmdekMQrU3OZohM46sdLnQaGJp8ase/l3TUc0YbHff8UsnyxihYm9xPBUte75GPFa2eze7ircW7uPWjNWzLKaPM4Wb57iIuf30JizPya0ZyTgCLSU+vlIig+4d3iMFUNZ0lvrv62+tWnQSH6DOXE1myiYMldq5/bwU/b83FatJzoKiC6TNX8sMOG/vPfIFLZx9k5qo8iipc5NkcvLokhyu/LiXrtMdUgeejkb8N3hgJW75WySaK98L8++GL6WqK3RF/8djg+7Q6taBetAper4/fM/K5/PUlLN9dRJnDzbacMm79aA1vLd6Fze4K+tq9heVc9NIffLY6UxVcLbXzzILt3PD+SnLq6YQ4ImcFrP4AZk+C7HUquD+wEt6/GLZ+o2qcmazQpp6smEl9VRASEgnG4NkKTQYtPZLDg+4f1j7m2H8P1LqubflOtR4wmLb1l0KIDTMxpF0MCXGxKttf0APrz2wsRHOSYOlkdyht+GfbXfRP0GFtzOKtLZBGo+GmPkY6R2u5cX4F2wuPs2hdSn+oLITstY3SPnFqy7c5eX1R4Gkv//xyEzllx/GQdZTCQgz87TyVOvxw4SF6zu9Za5QmMg0Seql/7/0TulxQvSt+3WvcNjwegHUHSvhiTSa/bsvD5fFhsliZtakyYIrgvQUV/H5Q55/y+0gqi2H+A2rh++F2/QpFe458DnOsGoUKpO/VKsulaBVyyuz848tNAfe9Xk9q6wqnm5lL9uJw1/3+2JRVysaskmNvVHke/PJ44H0/HEreYAiF4XcETo+vD4GuY2HHD6poeljwwq0xFhMPXNA14L44q4kB6ce3TjI+zES+L5y8Yf9Q7YpI9Q94wpJUh2MDaMKS4LS/BN7ZZki9v6cQzU2CpZOZvRRKDrDN0JWthV5Ob9M6FkXqtRr+OtBEdIiGKd9WsL/0OEaF4rqq1KoZCxuvgeKUtTu/nGCDR3k2B8UVwXuy63A7VMrg7T/Axs8PrSsqPqr2dIy38t7UwaRE1kwb6pkSzpybh/ltIywBrpytHsKWvgZ9rlR/dAYMGfOZELGF+0a1xXqoeKxWAxf2SmLSoDS+3xR8tOeLtQeptNuheD/eg1vYk1fKr9tymLNiH2v3FZFV6F9IHEcp7Fkc/BfK36GmLW35BjZ9BQW71Nqm2kIjVQr0gTfUZOHSh8DQ2+CsB6XIdCtScmikMxCvr+40NI/XR2ZxJSv3FJESFcqrkwfw99FdMOn9H4U+X33gyKPEXq9aj5SzCXb/Bms/gn1L1fQ6T5B1fPaSmgQk0e3gmnkqEUSVuK5w+duw5BU4+xHoMwl09c8W6Z0ayStX9SeuVk2iQW2j+GT6UFKONQX6ISaDjkv6pqBJ7IFn8udquuzY5+HSGfh6TYCp3wYuhVCWDfuXq7VX+1dA2UEVGA64VqVRrwq4tDq83cfjHP82ztDGT4AjRGM5tedsnerytgLwZVF7wozQN751BEsAZoOG+4aE8K8/7Vz1TTmfXmIh0XIMsb9WD0l9YMcCGPn3xm+oOKWEGOq/xxqcst9VqRZGf3YDuGuNRg28Hs58UBW2bQCzUc/ILnF8futwSipd6DQaoixB0h9HpsKlr6ueb7dd1YIaeR+4KokxWrjRkshFA9pR7nATYtARYzXicHn90v8erm+KBdPBVbi3LWBDt7u44f1lFNbqzR+UHsVzV/QhtaoWi0arApxAD5ODblRp1l8eqKYLVh1/5oMw6Ab/bIJhiXDe46qwp7NCdXiEJaigSbQaunrS3gN+mRo9Xh/rDxRz7bvLKa2smcI9vEMML0zqx+0frcZ9KECyhhjQ1ndur1fN6qgogG//VrNuR6OFSbOO0OhDo0l6E6QPg+u+V50kPq96/3rdcNEL6j3egMLM4SEGxvRKZEB6JKWVbvQ6DdEWI5HmY8uAd7gYTx6+edehqT37IiwJzZTP/AO9KoW7VebN2tkqYzrA5M8guh0l/W+lOGUsrspS3NoQPt/uYM7Lm/nfRBPD2sdgOsJnrBDNQUaWTma5m/Gh46sDZgYn6uutl3IqigzR8OBQE5VumDSvnJzyYxxhSh4AmavqZiwS4jBp0WbMxsBf5l0Twxr+gFJyAOZc7R8oAax8RwXuRykhPITOCWF0iD9C+mNTGES3V2uYIlJU73ZCd4hKx2A00SbKTJfEcNJjLFhNBmKsJq4d1jbo6W4faEb74XgO9Psr17230i9QAlixt4jnF+6gtPzQInVzDPSeGLhd7c+EHx6sCZRAPUD+8phKo3w4Y6iqaXOo/RIotT7RFiNdEgKvgzEbdaRF14ysZJdUcvXb/oESwJ87C1i0PZfRPWqmrV45OLX+C5dmwa5FsPBf/gkOfF6VYCTYurmotuoeqM2aoNYExXdT92NsJ9Wx0YBAqUpVCvTOiWG0j7M2WqCEvRS+u8c/UAI1cjRrgvrvUJstL3Ba/4KdMPc6fOV5fLk+l5Fv7mTUh3mc/8F+3liaS3GFmxvfX1lvwhohmpMESyeznM2sDh1KVjkMT2mdvTFxZi0PDzNR5oCJX5eTbTuGgCllgPqSkxTi4gjiwoy8fGVfdFoN7WMtPHl+Ep9ObsdP07oy8+oeuJwO8g9NC7LZVUri3FI7vsNTY6+f41+3qLbFz4Dt+FL+NgpHGZRmcXbnSAa3rTtF5sbT2xKatQwSepCRXxl0CuK89VkUVnpUaucKcI+4t27h2K5jYcNnwduy+Fn14HYM7afsoCRwOUXFWE38b1Jfwkz+k2R0Wg0vXdlPTU2rKISyg2zOLMbmCJwU6Is1mVxwaI3ftcPTSYs+QtKSvC1qtCRrdd19S16FMU/XDXYMZjyXvkWe24zDcWKDArvLw8GSSg6W2HF5GrjO1+1UQdH2+YH3m6PVSHBpVs304Yo8yNkY+PisNXht+Xh9Pp6Z0Ju7zulEckRNB4fb62PB5oPqB5dd1W8q3K1KC0iGS9HMZBreySxnE/N8pxMVoqFrTOuNexMsWv4x3MTjSxxM+Lqcj8ZaSAs/iv8elliI7qDWjvS6vOkaKk5utlyMRXsZ7s1n9R1d0Oesw1K2mjLLGWyu0HPv/C1sPWjjwl5JXDUkjZd/zmDprgIizUZuGNGOsb2SiA8/9HBQT7pdyrJVxqzm4naq9v38GOxeREJYEi9f/CFb7e2YsyoLg07LVYPT6JRgRbv0K4jrSmZR8PTG4/qlkFVi556569mcVUrPlAhev+ILIvNWo93yJVjiYcjN8PVtwdtUmnloFC545i+/9hceav+uRWqN05CbodeEhqUmFyeVLglhfHfXCH7cksOyXQV0ig/j0v4ptDF7Me5dDD/9C3QG9qc/FfQcdpeXaIuRL24dTnqM+cjFaUsOBC8ynbUa1nwI0xbBlnlwcAOelEEUpZ/P3xYUsjZzKRf3jOWmMzqQFhc8m2Vj2VdQzuuLdvHNhiz0Wi2XD2jDtcPb+q9pPFzxfrW2MW1o3RpoGg2MeUZNJf7kavV5ldwPRj0K+vqDTGdFGR8vz2N/UQWdE8K474KurNxTxMylewHYlVeugqNfn4BNX6jkMd3HqdFoS5waQT6ahDJCNBIJlk5WPh/enM18V349g9vo0AZKidWKJFi0/HO4if8sdTD+y3JmXmimW8xRfKi2GaiCJa9HPoxFXRWFsONH2LOYEJ+HkLAk9RDU5yp+zTFxx1c7AJU96rweiVwxYwkuj3rIKHdW8n/zNvPrtlyeu6IvsVYTdDgLNn0e+FqJfVS2rOaStwXeGlWzrqhgB/HvDiG+x3hOH/c8hETUrOdIGwLzZtG9z78DnqpfaiT9UyO56s1l1duW7y6k/wuF3H9+P64ddzGhRoO679KGq0XhgbQZBMZ60g7Xlr8N3jy7pv1OGyx4WN3fl78D1viGnUecFLRaDanRZq4/rR3XDEtHr9Wq+kTrZsPXd6iDQiLpNTD453p8mIn2cZaG11dK6AmVBWqNUqAR4t2L1LTQM++nsKSMB7/ezvxva7JozlyRzfwthXx+8yBSY5suYNpfWMG4V//0mx77xm+7+H5jNp9MG0ZyoICp5AC8ewGU7Ff3t8EMroqa/cNuP5S84ZOabXt+h7fPhUkfQ2KvwNNmNVoyHSFsy1FFdtfuL+auj9fyyEXdGdo+mv9n77zDo6rSP/6ZPpOZlEnvIZCE3nu3IVhARBC7YMO2urq67rrr2ttvbWvHighYQLCBgii9995CC6T3ZJJMycz8/jiBZJKZEDAVzud58kjuuffcM2POvec97/t+3/VHChjS3gzf3AwnN1Vft/lTIcA05hVwO6XEuKRFuHDdEW0dSw5bysPIcegZHC0X9wChfkr+M1SPvxYm/VDG2vSz2J2PHSBCCk5sOOOpkguQ0izhgdzxFXS7Dta/D31uJ5tQnl6adfq0GwfE88Hyw6cNpZqsPJjHiYKqRUf7i+rmLpxi1HO+d62bmopCIe3tTYBh7w8oy3I8E9/DO4NSTZSfy2u9l1sGJfDGb4e83urVxfvJLnWInWqVGvrcVl2zKSBaqGwpFCKcaehfRY7SGcdf5Hv8x1bVzaWQnFeolVVLmtIsWPyv6gZrEe0qj5EU7l0p8e+jOxIRcBY5b+ZEyEsV3kpvdL8ejGG4XS5+2H6SX/dk1Tkl12Lju81pOB1N40V2OF3M3nCcUquDWLPBo0DviYIKVhzIrXuR2w37FwpDCWD3d0J05hQKJbQb7mko1bz2l78LtTsvWLvdyLz9defl/34/xE0D4gnz19Ev2O5pKJ2i6Djk7IUd38iQPEmLII2ltkrOHhY6BxKic5Fslv8bTxGkU/DUED3tg5TcurCcb708nL0SmgyGYDiwqGkHKGmbZO+BgsNCyc1aInauFUqKlUEeu7YdI/3Zmlbos5vlpxYoQfEw9VeIG1jdGBgLN34DEV3/3Fjt5aJe0b6fxGInP7Xh+T62Uji+ps7hvFuXcXDaUeYdN/D9tpMczimlqLRMGDW3/UDsxhd5/6ZejO4awSlbKsCgJsZs8Cnt7HbD4ZrSzkEJcPcfcNsPwjga/CDcsgDuXiYS3xs6/vqkyffL+X0+kltqZceJIhZsPcn6I/lk2vV1iheH//4wM64OYFTHkNO1ycx+Gl4c341LO0egOFN0Rmk25OwXXpVDv0JIkvg7vfTZanERtQ4GTBMbHvoASsvK+GmP7+fBwr0FFFksPtv/DEXldjoGVvL7LeHMH3aSRVfa+OnWePrHCw/tDzvSKa1dtNdaIp4Zp9j7g8gvHPqwEGEJiIF875sf4qbHxTkD7hXfBYBaj3PgA2xu/wAfb6xbhqCo3IFJp+bbu/sTvfyvvvs+/Ac4bVDxJ2pgSSTniAzDa6O4svbyi2sg/aM0F3wIXm0MagWPD9AxY7eDv6+wsi/fxZODdPXLOiuUItRn/0IY9TxeK31KLlw0euH1cDurFwFKFWo8/05cbjcalcKrZwnAX1/jkRuWAjd+LYoiOytBHwgBf7Iwo7VUxPovfKSG/LZCLOqG/MW3N+sUXqS9M+/ZzefbSvl49erT6QtqpYJ/XdWJq7tFEGZuB6OeJaGsgJfHduDxy1OwOpwYdWoqz6CrYKipLGgvg6OrYPE/RFjeqbGP/AcMiKn+3usdv0IsXGurDJ5C34CcJ0mbIr2wnLtnbmZvZnVNrzB/HbMmzqbjrzdB4VFxsLyA2HlX80bvuym44kFsCh0mnZqIAP0ZJcgpShMbJps+8azJpzXCDXPgvnXgsIAuAEyR4nkBqJQqDFrfm5l+WhUqZdNsdgY5C7n66EtollRvEERqjbw/diaPrAtEq1Wjrv1OVKqrvbunWPQYdLwSxr4tVP7sZzDuNAYY9SwMvl+E72n8OGEzcdv/1vusURcVZCDRVFl/nTmtH+CW72ZJiyBdEm2UbUcyyHabGRgt7V1vqJUK7uyuYWo3DTP32Lnxp3KyziQtHj9IhOnkHmieQUraDhHdhMSvUi28SgYzlGZhLj9CSkR1aM+KA7mM6epbRODiTrXyZfyCxQ51eKc/byiBWBj+9Jda8ttuWP0mnNx85usNtaS9O17FrkI1H6066pHnXely8+xP+zhZVOU10gdCSALBQWaSIgLoFmsmMcyfYKOWLlHeDRQ/rYqEYGP1gYJU+OXxakPp1NiXvwyZOxvw4QG/UFFs1xedxzasH0mboKTCwVPf7/YwlAByS21MmZ9J1vAXPS+wW/DfNZMEg42UCH+igwxnNpQqCmHTZ8JjWbt4ub0M5lwPSiVE9hBeGE11OJ/R6McdA6N9dn3HoCiCApvAgHdWotn+BZpDtTyp9jLCfriJp0cGMXVoOwyaWusHnVEUnq3NgUUwb6qo0RbZo7oYdG3iB4sIDY1eiDGEdwZzAgqNHpPe+1qlQ5iRQINaPAsHTvP9mbqMB1OUEISRSJoZaSy1UX45ocGsspISLP8X+kKhUHB5ooanhug4UuxizNwyfjvmXd4YEMVpNX4ifEkiqYkpApQaGPOqyFe68jXY+BGhQUG8dWXEaeniH3dkMKlfHLHmuvk1T13dmXD/BnhHEGFFmcUVFJU3MIwUhBG3Ybrv9pX/FQu/+tAaRKHaKmnvnGHP8tHKoz5Pn7HuOOXWqjG63SJXpDj99A5xiEnHm5N7EmCoK+387o29CfOvWnQ5rLDuPd/j8iEdnm+xkVlUQUFZldGm0cPwv4laUrW59BmphneekV9mZ9lBL7k3QGaxlUxtO+GRVOup6DmFzGu+IevW1Tj8Ihp+k7I8sZmxbZb39kobHKsbunqKHrGBXNGlrkd3RAczgzuEermiEbBki+eUNyptRBZsoluMD2GJ6N7CMKlNh0sgcYR4Fk74WHiha+IXIrxPfnVrTNkrXTw3rlud6A6TTs0/r+wMKESYY8JQuPp/4F9r46jT1aBQQbdrQSVztCXNj3RLtEHclQ5+KW1PX3MpSkULJYK3IToGq3h5hJ6Pd9i5e3EF16U4+M8QA4G6WjuKKq1Qxdv7PYx8vEXGKmmlaP2E59GSKAq6Zu2Cq9+EnH10iglm0d1d+CO1iHUn7RzIKubLOwewO72EX3ZnEhGg5/p+ccQGGfDX119oMs9iY/n+HN5dlkpWiZVuMYH8Y0wnOkcFYNSd4XFdaYPiNN/tpVninDMRFAdTFsGJDdg0QWSXnvB5alaxlQp7JX6OQpHfsO4dsfscNwguexrCOpES4c/Cvwxn2YEc1h7OJyXcn/G9o4kJMqBVq2qM3fd9KM3wkA4vLLez8WgBb/52kGP5ZXQIM/H46I70igsiKCgObv8ZTm4UIYmmCOh9m/hc+qaXapY0H1aHs46ydU3yFWbc497neGBf3l1fwK/f56FR7WZyvzhuG9LOuxpcbRzlIrTMWk+uTKHvDYUwcyDPj+vM1CHlfLMlE6fLzfV9IkkONxFmbqK/R5ej3vEay06g9FW41hQu6kQNnAZbvxR99b4VwjqBf5WRmTwK7l8PO74WuZwdLhUKn0HxXrvMLrEyf+tJPr6tH2tS8zlRWE7HCH96xQWhsBYRfvQPWP2aKBEQ2QOu/RByD4pi8V2uEXlQpvDG8b5LJOeANJbaIHv27yPdHcptkfktPZQ2Q4BOwaP9tSw/4WTWHjvL0yz8c5COCSm1cr4Shoqwn/zDouigRHIKnUn8hHQQ+W0ACUNQulzEKZXcHh3DrShOq8Ulhpq4qnuUp3pcPZRU2Hnrt4PM2lBt8Gw+VsjED9fxye39uKzzGXbDNX5CqeroSu/tMf0aLr8dGAOBEwiwlNMjJpATBd7rKPWJDyJIWQYLH4N9P1Y3HFkGH6+AKQtRJAwhLtiP2wa345aBCd6/D60R4ofWIx0+UCSYIxbI32xM45Vfq8Nl92SUMOXzTbwwvhvX94tFGxgDgddC52tEiJTkvMRfr8agUVHh8F5oNT7EnzTNFYx7dzUlFdWhqR+uPMKve7L46p5BRJ1JLlwfKDw1we19qynGDaq3i9CgQEKDAunfXsxhRVP/TaoN4jmVf9hrszu+/vFiChc/8YPF77XzhLRGCOsoNkRcrjPOsahAAysP5bEqNY+BicGEmXSsOJiLs6KY+9xfo972SfXJJzbAzGtg8mzof5c4JuewpIWRf4FtkMU7jmGkgi4x0qt0NigUCi6OV/Pfi/WkBCt5bLmVcfPLWHmiEvep7cmYvuJF46sGjkQC4uV96gVe47+1DYGGGkoAuRa7h6FUk6e+3012sQ/Rgppj6n79aaPiNP6RYqE38nGRk3AWBJr8uP+iDqi9fA6jVsXEvrGoSrM8DSW/YHE/lVYkh1uqw6R8fh8qNfStIR0eGCt2qU9Lhz90uvZUbqnNpxz5y4v2kVtaw3smF1nnNeH+Ou4Z4SXkEhiRHEqov47PVh/1MJROcSy/nHWHG7DhaIqASocQSfGGuR1EdGnQeBVKZdMbSkCxKpji4U97b4zqRUVIt4Z1pFCcWVChAZ8n1KRlVJcI3G5Yf6SAn3ZmsuNkERM7ajFu/9T7RYseA0uWnMOSVoH0LLVBfj1ip4/6GGp935YeSpskWK/kob46Lm/nZM4+B7ctKqdnuJJ7e+oY1U6HOm4A7JoHwx+TyjuSZmN/pm957zJbJX6OfEjPhtz94B8NoUkiPKXm32hQPEz9RRTj9AuG/neL8DulSuQYVBQKcYp6yLfYyC6xYbE5aGe0E+enYeYd/Xnqhz0czhU1TrrFBPDC+G7Emw2wZTUArvDuZI54iSO2ILItDjqGaokq2UmorRRMYZ43Kc8X48rcKcYT0UV8prv+gLIcUVPF7YTwbmAM88hByi21YXd6F2spszvJL7MTY/bz2l5uqyTXYmNXejFOl5sesUGEmLQE+AiPzC6xcqKgnKN5ZSSE+BEX7HdmT4Sk2dCqVdw2OAGNSsGHK45gsVWiUSmY0DuGR0Z1xOF0sWRvts/rv9+WzhXdI+sIHRSW2cXfycliAgxqOqXcSkTJXrRX/J/In7Nki3mXdJnIXwzwLeLQIFwuKE0XtZtKMyGss/DuGoLF77kHxLyI6CruZQyrt7sSq4N5J6K5fcz7BK9+FizZOCN7knnpOxxyhHHyoJ1ecUVEBRlEkWyAkgwoOCrKDoQk4QqMp1Blpry8ghOF5aQXlJMUEUCsWd+w8EFLrihwm72LQEMw71/RmY9iTPzvj6PYnS7izQZCK47gM46yNFPkPv7Z71YiaQSksdTGOJpXxqEyA2PNMgTvz9IpRMWzQ5XsyHHx42EH9/1WQaRRwcTI67g2+2U6ZO8W1cglkmbAz0dOkkGj4tsb4zHNvxkyttW4IBhu/UH8jZ4ymJRK8fuN30LaGvj2Ns8CrT1vErK+Ju+KUtklVh6bu4NrekXT3q+CYGsq6oOLGOJ28cXNz1Di1KBQKAjSuojy14NGDboAXBE92H3Rx9z6bRrFFdW5R33j4nk3JQSPTIPSLFj4N9j/c/UxjQGm/CJCcBb/E9xVxpBCAcMfFwpdauFJr7cEAKBWed+JLqlwMH9bOs//vBdnlYaxQgEPXpzEHUMTMRs9cziO55dx+2cbOZZffvpYTJCBL+8cQPsw78VNJc1PiEnHtJEduLZ3LGX2SvQaFWH+WgwaNbmlVvy0vpc5Rr0aVS2hgtxSK8/9vJefdmSePqZTK3n/5j4M7ZSEvsMl4KgQoWjGsD8vR+9yQdZO+HK8pwBLTF+4djp8fqUwlE7RbrgQWKgnf0epVPDB+jxWxSTw6MVziQlQUaCOYOrMrZRUnDx9Xr8EM+/d3IcI+wlx/+LqNmX7i8i79HNu+XyrR620ThEmPrm1F7Gh9RhMJRkw705IW3v6kEYfxP0TP+e6v/Sm2G3AWunGUbS+/u9GJZeoktaB9G+2MZbsyUKHgx4h9WS1ShqMQqGgV4SK/wzR89IIPV1DVXx2PJRL7a9zxSf7ePePQxzKLq0O05NImoikMBM6dd1H8u19Q+mw7SUUNQ0lgPICmHWtSIquja0Y5t3haSgB7Jjjs/CyvdLJx6uOYHU4sTlctC/fhbo0HbZ9CdtnE/thMl0+bkfnjxKIejcRiqryNxIGkzn8pSpDyVNtcsuJEl77/Sjl9qowKKcTts70NJRAKA0Wn4Bfn6g2lEDsOq/8P8jccfpQqElHqMl7cnqs2UCI0Xvb0bwynvlxz2lD6VT37/yRyq50z2T4gjIbf/lqm4ehBJBeVME9X27xDPWTtDgalZIYs4GUCH/ig/1Oe4pCTTpuH5Lg87rbB7dDW2POuVxuftyR4WEoAdgqXdzz5RayHAZRwDyqh8gJaoy6XaUZYh7XVqpM3wJ/vACdrvI8fmyV8G75qiUGBBs1XNMrmq1pxdwy9yT7rCFM/WJrnXDEzccLyc5Ig69u8DCUALK63cuUmdvqFJXen23hXz/so6TUR70lewUsf8XDUALAWoRi7u1EFmwkwZ3OdR+sJV0VU7eu0ymi+4hSABJJK0AaS22MxbvS6aY4gi5A1hpobBIDldzVQ8sHlxv4a8ROAq0ZvPtHKqPeXMlFry3n5UX72H6iSBpOFyouVx1p7NoUltnJLK44+8W0y0mExsa7N/RAqYDOUf68dXU0X98Qz719/dAc+Nn7dWV5ImymNrvmeRodNVn9ppDprUVucRmz16dxbe9YQigiyJELW7+oe71SDZ3HVYfZ6INJVcTXMZRO8eOODPIsVUZbmQ9J485Xw6653scLsOqN09LhEQF6Pri5bx3D0k+r4r2b+hARoK9zua3SyaerfSuWvb88lZIa488vs7PzpHc1sdQcC/ll0lhqCygUCkZ3jaR/u7qhpzf0j/OokQaQa7Hx4QrvIg5Ol5sle7Maf5B5h8TGhzf2/wRJl9Y9vu1LsNTwNpUXiOdS1bw2aNQ8fFky8cF+hJq0lForKbHWzdsCCKEY8lM9D6p1ZGrjyPSRJ7kyNZ/8Mrt3dc2yHNjxlffPYyuBigIU+39kZEoYazLAPv5jESZcE4MZxr8vvOcSSStA+jjbEDmlVradLGWaaj/4X9TSwzlv0aoUDOwYx8B172K/+D/sVnRk87FCvt50gukrjxBrNnBdn1gm949rmPSspO1TmgW7v4N17woDJX6ICGcL6wgaAxarg72ZJbz8y372pJcQGajngYuTuLRzeHVOQH19F51Ae/h3hhXlsOOh+1Glb8Bv3etQdAImf+nb8AGvhk+dxY/H+ZmeRWutJZC5HQfRVDicBBo0+FcqwKUT59bEFA7XvA/7F8Lc24Xnqv9dZAXe6fN2Dqcb2ym1Mlel91pPhuAzjLlaOlypVNArLoglj4zg191Z7DxZTJ8EM6O6hBMT5H2X2l7pIr3Iu6IfCAl0W6UTELlL5Tbv6mqnsPhYeEpaHxEBet67qQ8Hsy3M23oSg0bJ9f3iSAgxElzLC+l0uevd6DiWV+6z7ZwoOgF5B323u5yeRZpPUWkVc89WKsoY/PYf4X0NiBG5timXE2sO55t7BnEwq4gDOd7HrVEpUNpL6zZojRSU+/4bd7uhwmqDX18U4ivmGt47p62uR7smlmx0Snj5kgD8t7yPtrAYbpqL++gqKDqGJXoYhs6XoTb79ghKJM2NNJbaEL/vy0GBm96qo2Cc1NLDOb8JiIaAaLSHl9DnkoH0iTfjcrnZm1nC2sN5fLTyCO/+kcqV3SP5y6XJpEQ0UJJZ0vaw5MKPD8GhxdXHji6HTy6BKb/gjhvA2sP53PPlltPNaQXlPPHdTm4eGM8TYzoRYPBRX8mSA4eXCa/K4d8x9LsDtrwHmz+rPsdmEfLFvuqmhCXXPZZ0Keye5/38qN7VoS8uFxz6DVa8gmH8N8SaDRzJsxCpVeBSlqGM7i3aT3Hl67Docc+6Mps+ofP4G7zfCwg2aqtrRKn1wsDMPeB5Ut4BiOrlWzo8bpCHyp9GrSQhxMi0kR1wu90oziDE4qdRMah9CFuOey/K2zfBjKlGzpjZT4NaqaDSVdeLrFCIPBlJ2yE8QE94gJ6hSSH1/q3oNUq6xQSwO9272MrQpLrFZc+ZwuMw4wqx+eALg9m74eEfJebwkRXwzc01+jwKPz4A/e6AS58myl1E1Nr7CBjyjtfuHU43DoOXULeKIuICfBd/NWhU+GvdsPkTOLgI7lgi6pgBaIxiU6Wm56smoSk4g5MInzNObBQB7P0BRcJQCG6Po8ModAGxUlxJ0qqQYXhtiCV7sujkV0qAv79MfGxqFAqIHSAWb+V5gEia7RYTyD0jOvDeTX24bXAC648WMPrNlTwxbycFZfXspknaLiUnPQ0lENXqzYmw5F9kF5by1A+7vV46e0MaeZZ6QraKjovaTYd/F7+njIEtMzzP2fGVKBDpjYQhQkWuNu2GexdxUCjg8ufAryosqTQTfv079L+LiNX/5h8jwvh64wkCgkLJC+4r6pycSoCP6inyimoX4HSUE126i16x1fkbZj8NiaFG/LQqHh2VUh0aZwqHy1/0vF6pFipcXa4RSfO1UWk9pMPrfqQzL6pUKiXX94vFT1t3AahRKbh3ZAcMNYQAQk06bhooCmz669S0DzUSYBDt1/aK8ZkzJWndnOlvJdio499XeZcBjwzQ0zu+fiXJBuOshG2zhLFgCBbF0L0x+EHYPqfu8UufFvNm0WPer9v8mSgOvekzSFtLbPFWukd739ArUQbh7jbR86DbRVjWSi5K9h4GN21YDBEnfhUqlZYcUTrgVHi6fxRc8X91Q+tAFJxValCmLqk2lKrux7FVsPULAg9+h1auTCWtjFa54l63bh1vvPEGhw8fxmAwMGbMGB5//HH0ej07duzghRdeIDU1FbPZzH333cekSee/l8Viq2RNaj6T/VLFw0jS9ET1hIO/wIFfofctHk0GrYrLu0ZySadwlu7LYd7WEyzZm8Ur1/VgdNfIFhqwpEmoWeQ1vAuM/DvYy4R8cEgSJdZKskt8G0T7M0ur1dNsFnFdxlYwhEDB4epQN32QaKsdcpe6FBJHwEX/gA3TRRibSgPdJsGlT4HRy85wUBxMWQQ/PyIWIQBBCXDV6xDetfo8a5EIK/SPhP0LGRbcg0eHXcm6IwUEdYzBoAT/iZ+BQiU+u4/FWeiyx/hg0s/MOBDM6DgX0ZUnUZeloo/uhjZEi6pmfaW4ATDpC1jyL4q6TSE3bgw78iDaFsKA239B/fNDkLm96vvuDGPfFobpnyTW7Me8ewfzxHe7Tgs6JIebeOW6HiSEeIbv+enUPHxpMld1jyKn1EpaQQUxQQYiA/QkRZjw9yE1Lmn7dIsO4OPb+vH0D7vJqMrZGZ4cyvPXdGu8sGtrkTAwAmLg+FoY8Tjs+EYcc1UKj9LgByB5lFDKU6pEOJ4xTBhKKaPFs6J2mGxNsnbBCaE2F/bH35g+YT6vbNKxcG8+Tpcbs5+Gxy5PISYyEsXoF8VzZMsMEeKnNRHoLuGVa7vw9rKjzNuaid3pIkCv5t7h8UzubkZ7zAl9bhNztOgEFeWl5FpV7EovpsLel15TdxN28FsCVz8jNlw6j4NB94MxDMXK/9Ydr0pLwciXyI4cwa4tJwk26ukY6U9EgA6t2reXSyJpDlqdsVRQUMC0adN45plnGD9+PHl5edx555189NFH3H777dxzzz089NBDTJ48mU2bNvHAAw/QsWNHevTo0dJDb1JWHszF7nTR17YB/M9QfVvSOGj0QpHnwELocb3Y4a6FWqVkTLdIBrUP5tPVR5n25RbuGpbIP6/s7LlAlLRddFUek/DOwjj5/n6PvBv1TWvqvdyoq3rRVxTClpnw+9NiFzamjygie8qb4rSLMDVv/PYf6HAJ3PmbMKbUOjCGg9aHkhQI1a7Js0RNI1elCOXzr2XIK6teAQolKBQErX2Za2OXMaTPX3Go4inxT8YvOArlhg9QHFjk3fMDYCslavPrPDHibyhnXeuZsB7RHW78qjpMRx8IXa4hL/piXv3tKHN/P1WIN404s4Evb5xJvMGOErdYNNau0XSOqJQKukQH8sUd/Skqd+B2Q6CfxmdOmcVWyePzdpJWUJ3vERWoZ9ZdA8+chyZps5j0GkZ1iaB7bCAWqwO1UkmwUes7lPZcUKrEXKooALUWvr1dvGMmzRDzu9IqPEqr3oD718Nlz4lcIK1JbJYqlWJe14fWJFQmAWwlRM8byys9buOxmydgd6vw0yiISIxApdUCkTDsEWg3TNxfa0SpUBP5YTee6jSe+268ESsa/HQaIsw61B/0EOOpouzyN/h1XxFPzN/tEbp6U7+R/O2urYSU7IFja4Rn2y+k7nNEoSR7/Df8Y6OOZYuqcxf1GiUf39aPgYnB0mCStCitztkZHBzM2rVrmTBhAgqFgqKiImw2G8HBwSxZsoSgoCBuvvlm1Go1gwcPZuzYscyePbulh93k/LY3m/hANRHuvHrrK0gamfghYC2FI8vqPS3IT8ujo1K4bXACn605yt0zN2N11J8kLmkjJI4QL/kRj8MPD9QRKDCnL6dPvPeaI3qNkg6nvEq5B2Hpf6rDVTK2C/nhyB7CWHGUC4NcF+C1Lyw5wngI6wjmdvUbSqcwBIl7hHWsayiBWLhE9oC09dD+EgCUJ9cT9eMNxM8aQszCm1Flbkex4UNI/U2Eyvli+F9Rzp5YV9krexf88oRIRj+FQsGywyXM3eope36isIKLP9jNYVckhKU0mqFUk2CjjvZhJjqEm3waPQVlNh6cs83DUALILLZyz8wt5Jb6lm2WnB9EBuhJCvenXaixcQ0lEPN40P1iTvtHAW4hqf/NLaI22vx74MhysaGiD4DgdmIOB8YIQwnE3I3t771/jQHCO0HvGvlMjgr8tkwnfu5okuZdRrTagkpbw1PmFyqKRH97m3hGzZkI9hIMO2cSN+8KkuddRszskai3zYB2Q6uvU2k5GTyIv83bVSfHb87mDNYcKxUS6Bs+gC8niNzLwQ94nFfZ4XJmHw9k2aEij+NWh4s7Z2wmy4cqn0TSXLQ6YwnAZBKLi5EjRzJ27FjCwsKYMGEChw4dIiUlxePcpKQk9u/f77Mvu92OxWLx+GlrOJwulu7Lpp+5Ss1JhuE1H6ZQiOgilNDc9Rs/CoWCK7pF8fjojqxJzeP2zzZW15e5wGnT89A/AsZ/CE6HV4lf8+a3+L/Lgj2Utcx+GqaNaM+C+4eiUipw2cpg7dueF7pdsGeBkCEf9Zw4tv49uOo1EWZXE4MZJnzkPeTuz2AMhQnTYd9PYgHjHyVCfYY9Ctd9Cle+JsYEwthRaeuEpAKQNBrs5SJPwhsHfxHhflXkllp5f/lhr6e63fDd1pNe25qLfIu9Tu2lUxzOtVRLobdB2vRcPJ9oN1zkKG78CK74b3Vu4ClM4XD1W2Lue8MvWIhD+NUSnVCqYOIMMEUKb3SHS+pe2/NGiOjqeUylhr63Q9frRI0np/dSAGydCd2rc5xc7S/lq72+lSbf21hM/ogXYPwH4tlmyYa4gR4bL7nd7mTG5jyv19udLtYePoMXTSJpYlpdGF5NlixZQnFxMY899hgPPfQQERERGAyeMcN6vZ7yct9yntOnT+fdd99t6qE2KZuOFlBqraSv9rh4MPpIdJY0EYkjRW2YY6vFv89Arzgz/7yiM6/8uo+7Z27m8ykDPAofXoi06XmoNUGnsSKfwBtluSQtvoWf7v2dtcctZJda6ZcQzLt/HOKzNUcJMmiZPrE9fUoy6l67fY6YzwPvEwuI3d9BYZoIt0tdCjn7IXE4tL8YguKb5vOFdYYpPwsxkxvnCKNn+cvCuLvtB7H7Hdxe5Dtt/woiOsP1X4rxOR3QY7JYeB2vJxzR7QJH9YKq0ukip8T3bvGx/HJcLjfKFgplLbfXvzFSZmu7myBtei6eT/hHwLh3hGS+Sgt3LoW9C6AkA2L6CSPHm3hLTcJS4J4VcHSFUNUM6whdJ0BgrAjv84+Ea6cLefLtc6o3O8ztvG+8aP1h2MPeRSVOUVEoFO+qcPqFcqLEd+3B7FIrDl0wfHcHuBzQ8SqR93nVGzDoAdg+m8qAeEqs3jdPAE4U+F7jSSTNQas2lvR6PXq9nscff5xJkyZx6623UlrqWRPAarViNPqIowemTZvG1KlTT/9usVgYOfLMC97WxJK92YSYtCSW75EheC1BUJx4CW2fAwnDvKv81KJjpD+PX96RV37dz+Nzd/DWDb0apNp1vtLm56HOWHcntiZl+cRoLEzqF8eOE0VM+GAtzqqQlFyLjekbcnkrZjCGjK11rw1KEGFqR1eInAFdAOz8GkwRcPUbENapiT5UFQqFMMSC4uH4OvhibLXIRH4qRPeDXjfA/LuFd2gXQsY7YajYvAnpIMLlQpJ830MX4CH9bawsomdsAGuPeJfyvqhjWIsZSnB+S4e3+bl4PmEKF17kX58Ucz5hiFDH2zYTFv8TbvwGOo6pv4+gOGEAefP4nrqHKVw8W86E1ghpGyB+EGz40Ps54V2gKO30r5q8PYzoFMDv+7xLhfeJ9cd4+GdRkBZESYPDv4sNofiBED8QfamVDmFZHM4t89rHgERZnFbSsrS67e6tW7cyZswY7PbqMAe73Y5GoyEpKYlDhw55nJ+amkpyspc6I1VotVpMJpPHT1vC7XazeE8WfePNKAoPg0kaSy1C0igoPgmHlzb4ki7Rgdw3MokfdmTw3rJ6Cm5eALT1eQiIjYqEId7bLvoH+EdTWGbnmZ/2nDaUTrH0QD45KTdW1zc6hcZPeG0O/y5EGI4sFx6s/FThqZl3p+/QtsbGkgu/PO6pxvf7c3DRE2JcNcLosJXCwV9h+2zYPV/Ua/KP9O15HfF4dc6UtYSA5f/miWFmj1IqSgW0C/GjZ2wgw5IaOdzwLAk16bh1kPeimBN6t23p8PNiLp5PWHKEal1Qgpjz+36EnH2ibdFjUFKP4l1jo1ILBb7gDmI8NdH5Q2gKjPwHbPm8+ri1hEvbGzH71c3rUirg0cFB+O+c4dlQUQgbpwsvNhDmr+dfPiTb44P96Bgp6xhKWpZWZyx17NgRq9XK66+/jt1uJz09nVdffZWJEycyevRo8vLymDFjBg6Hg/Xr1/PTTz9x3XXXtfSwm4w9GSVkFlvpF+4WcsWBZ3DLS5qGwBghJb71S5GI30AGdwjhuj4xvL7kICsONtOiV9I0GMNEHk+vW6pzivyC4cr/VqklqrDYKtmWVlTnUqfLzSNLCim96WeI7l3d0PFKyPcdfkL2bk9hhKbEXirkhk+hVEG/qTgUGmEs+WLv92AtxmkIwT7uA5y9b69WjjSYYcwr0Oum6u/MVgp7vyd51xt8OTmRdiF+TBnSjk9v78+tgxK4dVA8lU53i4a6+enU3H9xEg9fmoSxqjaTQaNi2oj2/OOKTlI6XNI4WIvF+6TvFFFI9qZvoVcNUYbiE76LUTcSjkoXJwvL+W1vFl9tSGN3hZk8bZQYS/Ll4BdCztVfsPnqJczpPZsVqgFkXPEZ7tCOooOUMcRuf5O5N8QwMDHodL/tQ43MvjmFDttfrSOKA8ChpR4bQf0TzLx3U2+iAoUiqFIBozpHMOuugUQGytQDScvS6sLwjEYjn3zyCS+99BJDhw7F39+fsWPH8sADD6DVavnss8948cUXefvttwkODubf//43gwadv1LaS/ZmY9Sq6KyqyncIiGnZAV3IpIyB1W+IIqH97mzwZRP6xHI4t4y/fr2NxX8dQfipAp2StkdANFz1XxFzX2kVYSv+UadDM5VKBVqVErvTVefSrSdKWZibwA03f1e1eHALBar9P/u+n1Ilahw1Bwq1kBJ3VRkpV79FvqEdu9IquEhXj/dBZ8Kp1LDrZBF3zNjDmE63cOO1d6F123GoDETFJhJirOFRUyhAa8Jv37cMy9vB7IkzmbGnkqkzNp0+RamAf13VmYl9Ywk0tIwXJ8xfx4OXJDGpXxxWhxO9RkW4v6z5Imkkygtg3Xuw6rXqYwqFEFcZ+jCs+Z84VlvspRFxVLrYfLyQO2ZsoqKGeuvg9sG8Nak7EVe9wUmHP1O/3MGhnOpi1MFGLbOm/kqyrojDpSqStr9M0g/jmN77foqGj6DS5SbQT0/Y3g/hwALvN9caPULayx1ONh0t4OHLkvHXaVCrFGw8ms+JgnIiZa0lSQvT6owlEAp3n332mde27t278/XXXzfziFqOxbuz6BVvRl24GgyBHnH/kmbGECTklfd8D+1HQnA9ORo1UCoU3DeyA/+Yv5O/zd3BzDsGXND5S20ejR+YvYdoBftpGN87mm83e1dzG5AYAkYTGGsoWLUbKpSwahejBeh8TeMr4PnCL0QoVO3+TtQXc7tZWxjI62uy+XbEnYSnrfd+3aAHyKpQcttnGymxVjJnay5zaqRmje9t56Xx3fHTVb1ujGHQdyqseQscFRzIs/Px6hMeXbrc8PzP++iXEEzPuJYLedOoVMSaGyDRLpGcLZk7PA0lEFKQq14X9ZYMZojoVlftrhHJKrEy5fON2Co9nz3rjhQwffVxHr40mX/N386hHE/FxIIyO1O+2MoPDw5lV0Ee/ik3E7PzK4JWP0fQqZOMYXD587D5E+8373eHEKJAKP5+ue44M9Ydr3PazHXHWfroSBJCfOemSyRNTasLw5NUczy/jAPZpfRvZxY5DGdSxpE0Pe2GCUnWVW+KIqINJMCgYdqIDqw6lMesDWlnvkDSJjFo1Tx8aTLtQuousF8c340Ib15FU4SQAK5NUDxc9ozYgbXkQnE6lGaf3YCcDqGuVZwu6oXVIrfURmZRBXkWmxCxuPRpkavQfSIFDg3vbyrmWH45O5WdqUy5qs717q7XQWxfUnMslFiFR6pXXBDPXdOVd2/szd8uT2F7WhF5ZTXmikoDA+6B8K4Ud72F9zf7lq7+dPVRbJWyXpnkPMNaAqvf9N2+81sh7331W0IcpSRTzOHyQrBZoOgEFByF0iwRnl9Fhb2SzOIKMosrqHCcOYx1W1phHUPpFF9tPEF+md1n+HhOqY2MIisjU8LYVR5MaZ97PU8oy8Xtcouw5dq0v0jkRlWRV2rji7XHvN7H4XSzJtW7rLhE0ly0Ss+SRLBkTzYalYKesYGw7iDED27pIUlUalFjYv17ot5E/7safGnPuCAu7RTOy4v2cXHHMLljfZ4SY/bjq3sGsetkMYv3ZBEZqOeaXjFEB+ox6rw8crVGIYxw528i/6csVxRDThgivFgHfoHfn4Xc/WBOhIv+KWSFz+RxKk4XNVy2fC4WVEmXCeMrOIkCm5uVB3N5a+lBjheUkxRm4u9jOjEgMYrAqb9AWS729KPklNhIiTDR0QyKnjdAj4lw+HfcChXOHjegCElGZQwjqyQNpQJeGN+dwnI701ccIaO4gi5RATwyKgWnq9aCLDAGbvkOe2kFOdvq7iafIrO4AnulC50MwZGcT1TaoLQe4QZLNox5VZQVWPcerHsHAuNEPbZ178GhxeLZ0H0i9LgBAqJIc4bwzh+p/LhDhOyP6xnNg5ck1euROVnouz5ShcOJw+lbEhyEh6lvgpm+nTtQGvswlV0mYto/F1VlGXSfiDK8i4jC6HObUPurtIpnl0IpwhCNYaAxUOlyU1pPjmJ6oSxKK2lZpLHUivlldyY9Y4PQV2RXiTvEtvSQJCBU0ZLHiIKiEV3Pyoi9aWA8208U8a8Fu5kxtb8MxztPiQo0EBVo4PKukWc+uSwXfvwLHF0mjCR9oKhxdGCRMHB++Xv1uQVHhIT3iL+LvAZfuUQlmTB7IuTsrT528Fc4spzy+7YwY0s5b/9RrSx6KMfC3TM389y4rtwwIA6t1oT/sS0MiI/iiSH+xM27EqxFoA+C+EEocKNe9CjcNBeAzlEB3DEskY1HC/h+e/rpfvdklPDw19t558ZetAsxev69B0Rh0lfSv10JaT7qqAxNCsVPK19TkvMMvb+IUsg76L09caSY29/fLwo6a41w8ZMw+7rqemW2Etj8GRxbw8mJPzHhk7UexZLnbjnJsgM5fH//UGKDvW/M9UnwUfAWiAs2UFLhYEzXCH7d492jnVDlQQ/z11dFvkRDUn/Pkyw5sPI1UCBylH75uzCUlCqYuhji+mPQqugQZuJwrncv84D2vscpkTQHMgyvlZJTYmVrWhH92gWLEDyQxlJrot1QiOwm4ssLjzX4Mj+tmilD2rHiYC6/7M5quvFJ2g6nJOldTji2Sgg+FBwRqlh/PO/9mtVv1C8pnrnD01AC8fwwtyOvtIL3l3uXsn/11/3klNrAEIixXT/+fUkkYfu+EIYSiP8e/BUOLhbyxgcXAxAdaOCSjuEehlJNnvt5H1leitAatGruHdkBraruq8hfp+ba3jGoWrDekkTSJKj1MOh+UHup16U1Ck9M8QlhKAF0nwRbZngUdj6F0z+K73fleRhKp8iz2Jm/LR2nF8EZgMRQI8nh3jdc7h3RgVd+2cc9Izp4bb+kYzhhDak3VngMUpfAoSXCS15eII67nMJwKssn1KTjqas7e728XYgfHSMDznwfiaQJkcZSK2Xx3mxUSgV9482Qe1AkeWplgmOrQaGAbteJnfbfn4WKggZf2q9dMP0SzDz7054WlUeWtBKOrfbd5ks23FV5OoynqNzOwexSvtqQxoJtJ8ktteLeM//0qfaEizkxeSm/DJrNnM7vc9IR4LXYKkCZ3Unhqfyi0CQitFaMR5f4Ht/eBWCzEOqvo7Dcdw5fbqmNkgqH17aEED++nTaIzlHV4jV9E8zMvW8wcTJUVXK+EtQOpv4qSlKcIqYf3LFY5CvWFFSJ6SeKVnuhJPZiftnn+/2zeE/W6XzC2kQE6Pnglr6M7hp5elMiMkDPM+O6cjjXwpa0IpRKBU9d3YWgqjpKOrWS2wYn8PJ13TEbGyC+kvqH77aMrWAX3qQ+8WY+vKUP0TWkw8d0jeTLOwcSKRVkJS2MjG9opfyyK5OuUQGY9GrIOyAlw1sjar3YAdzwAfz2NIx5GbQNK/B466AEHp+3k3eXpfLEmE5NPFBJq0Yf5P246gyPZ7WePIuN/y4+wDebqtXkLukUxkfhZtSAPfEy1nV/jntmp2GrdKFQwIe31P8s0air9tC0RtT+Yb5D/QB0gUJuHAg4Q+0hb94jAK1aRa94M7PuHEhxhQOlQkGgQdOwhZhE0lZRayCmD9wyv8pzqxAKeH7Bol1fw5tSWSHeLV5qLtk7jMaUWuTzNiadGrXKt3fW6qgkxKjlvZv64HK7KbVW8tXGNLafEH3qNUqmDE7gim6RlNud6DVKQk069JoG5hEagny3qbQifwkhgjSmWxS9481YbJVoVEqCjRpMOlnTTNLySM9SKyTfYmPDkQIGJAaLHeT8VJHcKWl9GIKEDHJpJvz+nEhgbQDhAXrG9ozik1VHOJ5fduYLJOcvp6TDa1N8EkJ8yNMbwyAghtWH8jwMJYA1qflktpsAQNagp7jru+OnFa/cbrDYKn2GzySGGgmuaaT4hcCgB3yPfdC9oBG7volhRvy03hdQfRKCCPKr3/gJMeloH2aiXahRGkqSCwdjqJjnIR2qDSWAuEHVdYj2/gA9b6hzqSthOL+nObmml2+l3LuGJdZbRDnEqOO3vdncO2sL98/eyhPf7TxtKJ16HqhUSqKDDCSFm4g1+zXcUAKRd+krN7fH5DpCNREBejqEmYgP9pOGkqTVII2lVshve7Nx4xb5SoVHhfxvkDSWWi3+kaICe14q/PFCgyXFx/aMJkCv4aVF+5p2fJJmIa/URkZRBTlecnPqxRQB135Yd0Gx90e47lMh+FATjQEmzyaPQD5YfrhOd7ZKF/OPKLGNfo21Ga46ilafrDrCc+O7otd4Pv4D9Go+vKUP4aoyYaiVZILLBR0uwZ10ed1x950C4V1O/xrur+PDW/qgrpVjFGrS8t/rekoDSNLqKCizk1FUQXaxFZeP0NRGwVoi1ClL0qGygSUn/CNhwsfiuXBsNUT1glhP8YScbnfx5sosKl1uLu8SUaeLMd0i6BUfVO9tIgL0fHhrH6/Pg3dv7I3CrSCjqILiesJsz/g5rv5f3eMhHWDkE+J5JpG0chRut7sJnxCtD4vFQt++fdmyZQsmU8NCppqbWz7ZQGG5nX9f1UUke2/8SNQ/acJK3pJGoOCISMKN7g0XPdmg/1+rDuXy/vLDfHPPIAa2b7rig62NtjAPG0pxhZ0txwt59ZcDHMguJSbIwF8uSWJUlwhCGpIADSJuvyRTFIQtPgkpo0VhWP8oKDkJR5ZD2gaI6gHJl0NgHFkWB1e+vZqCMu+LmC9v6cKGk1beXX6kTlvfBDMPXpzE0fwy9mWW0DfezOUpJszF+1Es+RdkbANjGM5Ln+No1JUU5mUR684g+PD3KNVaFL1uRB2cUKdgps3hJLPYyuI9WaTmWhjaIYT+7YKJkblHrZbzaS42lDJbJXsyinlx4T52phcTatRxz4j2jO8dLZTdGotKB+QfhN/+A4f/EKF0fafAwHuFfP6ZsJeJOml7FoiaSn1uh/J82LMAlz6QtB4Pc/HbG1EqFDx+eUfigv1YdSgXNzAiOQyNStEgRc5Kp4uMogqWHchld0YxfePNDGofwoqDObzx2yFKrQ4GJgbzr6u6kBxuQnc2niUQtaFK0sXzrSQDOl0pjL8AWTtS0jaQxlIrI99iY8CLv3P7kHaM6hIBK/8L+Ydh8P0tPTRJQ8g9CNtmQsJQGPEYKOp/qbjcbv7zw26MWjU/PDj0gpESb+3zsKE4nS6+25bO3+ftrNM2ZUg7/nZ5Sr0hMH8Gi83BI99s57e9OV7b/29iD6IC9dz66Uav7R3CTMy7dxBmY5VBl7oUZl1XfYJaz9HJy7jqyzTK7U6C/DT0jjPjcrvJLKlgxpQBRAfJXeG2zvkyF8+G5QdymPL5pjrHx3SN5KUJ3T1DUf8MOXvho4tEXaWahHWGWxeIMhTnSJ7Fyndb0lm0K5MdJ0Uuk79OTd92QmZ76/FCXr2uB1d0P/t7FJTZuPOLzWxLK/I4rlYqmH//EHrEBp3zuCWStogMw2tlLN4jQvAGJFbFLufsAXN8yw5K0nDCUqDHjSJsYv2HQP17EUqFgpsGxLMzvZifd9ZTpFDSKskutfHiQu9hlF+sO0a+FznfxsKk0/DIZR29SmsHG7UM6RBCcoQ/7UO9q2g+dXXnakOpNBsWPe7RXtFlMu9vtlBudwJQVO5g2YEcVhzM5WCWhQ1H8hv3A0kkzUBOiZX//LDHa9uve7LOPozWF7ZSWPpcXUMJIHcfZNXdYDkbggxaooMM3HdRtbR3qa2S5QdyWX4gF3+9hp5xQefU96FsSx1DCaDS5eb5n/dSdK4heRJJG0UaS62MH7an0y06kECDRtRRseQKiVFJ2yGyK3S9VhQV3fH1GU/vEh1In/gg/rv4APZK7/UwJK0ItxuKTsDBxRQV5FHsQxLb7YZjZxDvsDqc5BQWU5KZSvm2uVSun44zfZuY9w2gfZiRb+4ZREpEtUdgWFIoc+8dTIhRi6PSyXs39+HK7tXSwLFmAx/d2tezIKWtWISR1qA4ZjjLD5f4vPePOzLl36ukzVFqq/RZBBlgW5W4wZ/GWgJH6pHN3j3fd9sZsFeKcFe3W2zHfXJbP9pVFYhVKuCyzuF8dc8g355fSw6c3AwbpgvxiMLjImSwit/3e/dWA2w6VkhZQRZsnQl5h8TnPEsKymzsyShm5rpj/LA9nbT8MqwO51n3I5E0F1I6vBWRVWxl49EC7hnRXhzIqdqxNie03KAk50ZsPyHzum2WyDtpf1G9p9/QP55/zN/JVxvTuH1Iu2YZouQccLshaxfMHAcVhWgnL6/3dKPO9yO2wl7J3hO5JJRsIeDnqR7CIO7EkSgmfCSSo+tBr1HRr10wc+4aRInVgUqpIMhPi0ap4Nc92Tw2dwdalZIJfWJ476Y++GlVJIYaiQuulUOk1IhE8hpR2SpHGSZ9GLkWLzvjQJCfBqXcbpO0MTRKRe0/dQ8C9Y20LFIoQefv3bMEYDy3HFV7pZO1h/OZ9uWW0yqXyeEmHhvdkeRwE3qNihCjTpQd8UZJBnxzG6TXCEPUGOCmuUKBT63BXI9ypV6jRFFwCH78izhw8b+g/12eSn71kFNi5ckFu1i6r9ogUysV/O+GXlzcKRw/rVyWSlof8lXXivh5ZwZqlYL+7aoeOtm7haymzr/+CyWtkw6XiDoaa96C3AP1nhoX7MeI5DDe/v2QLFTbminJgNnXQUUhAOa8rXSN9l5dPsCgJqaenJ6sEitBlXmE/nR7HQVFxdEVuDdMF0qYDSDUX8huJ4QYCTRoyCiu4NFvt+N0ualwOJm9IY17Z23hts828sf+HOqkqvqFQvIYzz73fcnU3t4/G8CtgxNQS2tJ0sYwG7Vc0inca5tGpaB7Y+XjGMOh/92+23veeE7dZhZbuXvm5tOGEsChHAsPztnGgm3pRAfpfRtKjgpY8X+ehtKp43MmQWkGgFdlvVPc0CuU0P1zqg8sexFy9zdo7C6XmwXb0j0MJRDhfX/5ahtZxY0UAimRNDLyTdeKmL81nd7x5urd6KxdYE5s2UFJzh2FArpcC/7RsOwlqCiq9/SJfWMpsTr4ZNXR5hmfpOE4HcJQKkoTISxVhGz8L2+ODsbs5ynioFMr+XxKfyI01ioZ7vQ6hs+mo4UEZa0RtdS8oNj0ice96sVaKu5TnA5OO99vSz+9c65UwGUdQ5h1fRzzb45H5yghv7a3SO8Po1+AwNjq+6dvZnRYIUPam6nNPcPbkxjiPRdKImnN+Os1/OfqLkQHeqreKRXw7k19CPdvoIKlN2rOQ7dDqNdF96173iVPedZOrLSLZ0TxSaioW3i2JusO59cpB3CKWevTyC2tJ5+oLBd2zPHe5qgQKphARKCe56/pWueUlHA/7ukG2gM/eDasfQfsPkIbrSWnv5Pc0gqf7zeXG37ZJfN2Ja0T6e9sJRzMLmVvZgmPjkoRB6zFYmEWN6hlByb5c6jUYgdx/Xuw6jUY9Zz3AqSIopyXd4lk+srD3DIovuGy05KmpSQDNs+A6J5CyrcmpZmk/HY7P098lw35OjblKOkYGcCVnc2EWY+hmPtvOL5aSAb3uxMGTjstl1tS4UBblu77vrYSn4bUaZxVRauXPgOHFoNaB2NeIa2gBwAGjYqvbkggKe1bTEs+A2sRvWIH4W7/Iui7ivCbiiI4sVEseC5/AcoLIHMHmBOIiG7H/yZHcqTAysIdmRh0Kq7pGU10kOGMRWYlktZKQoiRefcNYceJIlYdyiM+2I/RXSOIDDKcvSw2eJ+HPW+CYY/CjXNEZMHeH8Bghm4TICBGFDQHYUisex+2zgBHOSReJOZhWAqo6s6x9KIKn8Ow2Cpx1lcvymn3HRYIwmADTDo143vHMKh9CD/vzCS31Mrl7dR0UqYR+f3Uuh5vSxY4bUCN8F5nJeQdhKX/gdTfQa3HefMy8sp83/9kfikUHBXPSLV8/0laD9JYaiXM35qOv05Nr1PqNVm7xH+DpWepzWMIhO6TYPPnsHsedL/e56nX9Ipm2YEc3vkjlWfG1d3ZkzQzpdnw7e2i7tGWGSI2vzZ5h4j5djQTonox4eZ5YAoTxsYnl1YbO7ZSEY55+A+4eS74R5IUYaLMNAR/3vZ+7/DOZy7YWHgUPr5YLLJA7A6ve49L+3zKjzvgjaui6Lb2r6jT15++RHlyPXw2Cu5YDDF9hRDJ9/eJxmMrhTc7LAVCksAUSpjeSFigkYGJF04dMMn5T3SQgeggwzlJa9fB2zzc/Ckc/h2mLIT2I8VPbUoyYNZEoY53iiPLRF/3LIeIuu+Age2CeMfHMJLCTRjqM/Y0RuHRKj7hvb1G0Vt/vQZ/vYZHRvkL42jZy7D6de/XJY4Eba10gYLD4nNUVoXWOcoxHFlC77g+bE3z7j0bGaeE2RNh4mcQ1dP355BImhkZhtcKqHS6+G7rSQZ3CEGjqvpfkrlDLLpO7T5J2jahyZA4Qgg+5B/yeZq/XsPYHtHMWn+cE/UoNkmaiYLDkLVDGC6HlkD6ZlEUFoRwR2QPsVsM0HWCmK8VRbD4Se9eoaydkCPi+ztG+nNCEy+MEm+MfglM3nMrALEwW/la9QLtFPmp9A9xkBxuoodfgYehdBq3C355Qqj6LX7Ss63wKBxcLHaEG6jKJ5FcsNh9zEOAwmNwbI3vazN3ehpKp3Da4ffnvCrNJQdBhzAf5QAuiyFUXU/eT0AUXP6897aonmBu5/vaTlfW3bwJiIH4QeLZVzNiwl4mjKtKz7GYt3/AkyOC8VZOMCbIQE9TsfDQLXnqjGHrEklzIo2lVsCqQ3nkltoYmRJWfTBjGwR38H2RpO2RdJlQN1v5ep2E/pqM6RaJv17Na0vqF4WQNAOHfoOgBBFOArD6TVwD7iV9ykaWDv+Gz9q/ybrRP5N9x2bocwuoNGC3wPF6FkgHFgIQFWggOjaRjHFfYe90LSirdoTNibhu+Bpi+vvuA8Ri4vBSz2P97oSbviG6aBMzb+mCOXOl7+sztoK18LRYRR3cbrFwkUgkvrEWQepvvtv3zBc5SV7bFvi+7sgy4ZGuRcSBOcwcG8g13UJQV5UDiAs28PFN3emjTBXPl4Kj3o03gPYXw8TPq/MTVRroeTPcMMf35oy1GEqz4NYfIKYvlVF9Sb9+MYuHz+WzDm+zqdCPnJIaIcoVRd5l00sy6LLvHWbe1PF0/TelAkZ3DuGrCaFELZ4mzju2UjxHJZJWggzDawV8vSmNhBA/Ek8Vj7RkQ2mmUFOTnD+o1NBtEqx7F7bPgr53eD1Nr1ExoU8sn60+yt3D29MtJrCZByo5jV8wRHYHk5Dwdpvbs9cZw01zjlFSUe05Sgjx48s7Y4j3A1CIHCUvCx3RZ+jpf8aY/bD4JVI25k3clz6Nyl2J2uCP8gyS4QAoVKALgLI88fvwx6CyAmZPAiAq/gdcyZf5vl6tA9UZ8gKkEqdEUj8KFegDodxHkWa/kOqNkNoYQ70fBzG3veW3agzEzL2Cl7vfwmM3T8ARkICxJJWIlTcKBV0Q95vwiQgf1tbyQhmCRN5U/GBwlImyAaYw0PjVudVpKq2iJlP+IZwj/8FO82hu/WIHZfbqz5wSkc7nU/oTY/YT99cFCCOr9texZw7Dw+L55oZJWIryUSncBB/7GdN3M6qfmVp/n7m9EklLIP8aW5icEitL9+ZwScdwFKd80+lbxIMiRHqWzjv8IyDpUti9oNpb4YWLO4YTFWTg5V/21ZV5ljQfKWOgx/XCaFJpyRr+IlPnnfQwlACO55fzj+92UlxhF7uzPgxhALpc4/GrSafBHGRGF5aIOjz5jLWVqi8Mh4FVuUZ+wRDRBda9V91+Yh3KyO54jXkB6HWzMNyi+3hv1wdCUHzDxiKRXKjUnIfe6Henb2OpPvnw/ncL+fHaJF8GlVb8tn5M3OaXaX/gEyLmjqs2lABcTvjuDpET5YuAKBECbE6o31ByVsLWL4W3pzSTLH0Hpny5kzK7ZxHZg9kWnv95HxabQ4x7wD2++0y5gjCtk8R5lxM/dzSmTe94bi71uwOMYb6vl0iaGWkstTDfbDqBWqVgaFKNHab0zVUPsDMkd0vaJu1GiBfVmv/5VDtTKRXc0D+ONan5rDgo80ZajIBo3KVZsHE6XPUmGYpIn0Va1x7Op8BiF2EtA6eJfCa/EBj6V5j0BUyaAXf9IeZ18cm6ynpni0IBXcZBx6thzP/Brnme7W437PgaRr0gdpivnQ7Xz4SRT0C74TD8b+AfLo7X3uFW60RYjn8jJL9LJOczp+ZhohcBh2F/q1+kKTAOLntO/LvdcLjmXTFHx70LfaeCyouR5R8J46o2RbpPgm1feu/b7RYKfH8Gp0OIQUR2hxGPQ2gKR2wBlFir31tRgXqeHRXJ97fEc1s3DWUVNlAqocckSBhSt8+R/xDrm4AouOLVuu2RPcTzU6Wp2yaRtBAyDK8FqXS6mL0hjSEdQqtrKzntkLHDu3KO5PxAqYQuE4Sc+J75PtXx+iWY6Rzpz4sL9zEsKRS1Su5tNDd5NhUBpfloU38HQwiFKSPqPd96qlBkYIxQvSs+KRK1D/4KY16G1W/CwUXCc9zlWrj4nxDc/twH6Bcq+jixQcj31ubgr0LBrywHFj0u5Mhj+8PlL4Khqvh1WArcvVz0cXwthHeCpFHiM6jkK0IiOSP+kXDdJ5B/WBgoWj8hehAYUy0A4w1DIPSbAl3Gis2Opc+IsNqIruJaTT/Q1yoMrTUJ73Rcf1GTqTzPd/8FRyD/iJDi1uh9n+eNkgwRerf5U+H1iRsIo55Ha61+JkzoZuaJ3g7C1vwd5arNoA+kst/d2PvdgTYoRmwQ5aWK70QXUCWbHl0tXNXzJpFDted78Tk6XinEdBrqXZdImgn5JmxBftubTVaJlYcvS64+mLVTxAeHdWq5gUmansBoSBgK2+dAu2GicG0tFAoFNw9K4N/f7+abzSe4eWBCCwz0wiW7xMoDs7fy9tDeRAPsnke7bg/5PN+kUxOgr/FILc+Hz68Q3sOb58HcqSIZHAAn7PpWJEHfvezcw90Kj8Cnl4m/pdgBkL7Vs33U87Dk3yK09xQnN8HnY2DqrxA/UBwLihM/3See2zgkkgsdU7j4SRh8dte5nPD782Lj7BTZe+DLa4WXqfO4uqG0OhPoUkRNtJj+cHKj975j+ggp7kmfn50Ud2kWfH3T6SK1gNhM+eYm+ty2iIgAHTq1in/0rCB83nWcroBtLUa9+jUqj6/Fdt3n6IIiwRQB7YZ6v48+QPxc9ETDxyaRtAByq7oF+WT1UTpH+tMupEYCZto6sVtsimi5gUmah6TLxC7hug8A73lJHcJMjEgJ5bXFBygud3g9R9I07M8sYfPxQvZaQ3GFdwe3i9CTvzOmc/DpcyICdHSLCSDUpOWhS5MID6gSTLCWCI+S0y5C4A4sqmEo1aAsDw4vEwums+W0ZHGFqN+UfLnYvT2FwSzyjmoaSqdwu+DXJ6DMR1K6RCJpHizZnoZSTX79hxB78oVfsChg6y0vMShBeI8LDosNk7OR4s475GkonbpXRHfU69/h2csi+cvAIMJXP1VtKNVAfWItiqK0ht9PImnltErP0v79+3n11VfZs2cPGo2GoUOH8o9//IPg4GB27NjBCy+8QGpqKmazmfvuu49Jkya19JDPmm1phWw5XsjfRqVUH3Q7IW09RHTznZQtOX9Qa0Ws+5Yv4OhK7zHvwA3949l0dAdvLj0oC9U2I0v2ZgPw08Eyhk/8Au2a/yNo/as8N24WfWLbERceTGG5nfTCCnrEBtElOgDNqRwDWykcWS7+HdXLu0Rw12uh102i7tL6DyBxuKhbUp9CVk2sRaLoJQjjZ+kzMPFTWP2WkC4P64g7cwc+nyQZ28BeCkbPYrO5pVZOFFSw5XghYQE6+sSbiQzQoVXXU+xSImlFVDpdZBZb2XWigPTCMnpE6mkXqCTCqBJ5eK3p/Zq5w3dbSYbYeAmIJqfEyvGCcranFREZqKdXXBCRAXo0kd2EpPeix4RokFIlhGn63Qk/3C/6ObZKSHHXqNtYWGYnq8TKusP5GDQqBnUIIcxfh0mnFnXWTmGKgFHPin/nHkQRGMPl7bTkW3WwbI/PobuOLId2A879e5FIWhGtzliyWq3cddddXH/99UyfPp2ysjKeeOIJnnzySV599VXuueceHnroISZPnsymTZt44IEH6NixIz169GjpoZ8VHyw/TFSgnj7xNeKZs3eL3Z/ItvVZJH+CsE4Q2Q02fgQxfYWnqRZmPy3je8cwc90xJvePo3NUgJeOJI1NiEnHFZ2C+E/nLHQfXwddr4FrPyRc62Z4xwhu+mwrhTW8fdGBeubcPYh2oUaRl6YPBItVeH5q5x30vFHkJcyZLAydU3S8Gsa+0TDPsrJKsviUdHjWTvj+PugzBQbdR0VIF5SHFuNTHFytF7LHNcgqruDeWVvZfqLo9DGtSsknt/djUPtgaTBJWj2VThfbTxRx22cbKa+h2JYUbmLGODOx1mKRF9NaOFPheZWGjKIK7vxiE/syqxXj9BolX0wdQN8EM+r2I+GK/4KtGFDA0RXw7a3VIjK1ZMhzS228uHAv32+vVstTKODpsV2Z1CcWo6lqw0YfBOM/EIZYwZHT5yr1gYTeMh8iukP2Lu/j9gvxflwiaYO0ujC8jIwMOnXqxAMPPIBWq8VsNp82jJYsWUJQUBA333wzarWawYMHM3bsWGbPnt3Swz4rDmaXsmRvNmN7RqNU1tjhOrpahM6cKhYnuTDoeDU4rMLD5IMru0USFWjgyQW7cLmklHhzcHWPKB4fEkDIwjtFPZLtc+Db28guruCuWTs9DCWAjGIrD329jYIym6d07r4focfk6hNVGuFVWvJvT0MJ4MDPItm5IXLxxnAYeL/nsbI8WPUafHsbWa4gMsOG+dxFd/e6SdRXqcJW6eS9P1I9DCUAu9PFXV9sJqvEuwqgRNKayC6xMvXzTR6GEkBqjoUX1pRj2bUISuoJbWtuwrv4Vr5tfwkOXTCv/rLfw1ACsDpcTJ2xiawSqzjgHwnf3iaMpE2feKpt9rvTQ4p7xcEcD0MJxCPnmR/3cLygDDpeJQ72v1OI0tQwlMTNi1F8NRnX5S94H7dCiarDRWf65BJJm6HVeZbat2/PJ5984nFs8eLFdO3alUOHDpGSkuLRlpSUxLx5tSRza2C327Hbq6tnWywtXxX6f0sPEWbSMrymXLjTLnaDYvq1rhABSdNjCITkUbDvJ+hwsXh51kKtUnLHsESe/3kvX21Ka3NiD61xHp6JmCA9qtQ1nvlECgW5hkTSi457vWbnyWIKyuwEG3WijlHqbyK0FqDT1bD/ZyERnPqb7xuvexe6jBc1uarIKbHicrupdLpBAWqlgjB/ParOVX0eWebZx5Wvs3h/IYczLDw56n+Ylz4CHS7DOfA+igM6YaACtVKBxloCJqGSlVdq49stJwGIDNBz44A4ksL9sTtd/Lo7k63HC4kPFvVYKhyVFJY5cAMBejX+einz21Zoi3PxbEjNtWCxVzI0KYTxvWLw06pJL6rgq41pLD2QT+nIq7BY1VQ6y/HTqsRcbSEKy+xUYib4+lmovr5BSHWfwpyIddwHZFq1jO4WSUSgnqV7s5jYNYDBsVoq3TB3bwVp+WXEaiw4VTqUd/yGYtnzIqy7CndUbyr73olaqUYB5FlsTF9xpO5gqpi1Po0XrmyHcuw7IkR31eveTyzLQ6FSi8iIrBo1nhQKbOOmC7ELieQ8odUZSzVxu9289dZbLFu2jFmzZjFz5kwMBs8dGL1eT3l5uc8+pk+fzrvvvtvUQ20wezNKWLgrk7uHt/eUgj6xUewExfgoECk5v4kbJGLX17wN494GlbbOKV2iArioYxgvLdzHJZ3CiQpsO3W4Wts8bAhGnQZXWa0daJWWUpvL+wVVVDiq2gOiYNJMyE8VAg/974QhD4ld2kNLfHdQlgtuUceksMzOqkN5HMotJd7sx/SVR0jNsRBs1DJtRHsm9IklbMJHUHBUeLA0ftB1PAQlkPHrMebuLESr7sRT926iuMKB1aXCvPsrDFveE16o0BRco55HGT8Ih0uDrdLF5V0imNAnlg9XHObNpYcwalVc2zuGDmFCiCatoJz/LT3IjzsyqHS5uTgljH9e2ZnEUKOUt28DtMW5eDbkl9p58/peHMgq5aVF+ygsd5ASYeIvlyQRF+zHnP3ZfLF+KyXWSrpGB/DU1V3oHhNYXb6jGbA6nOzPLOG5hXvZeryIK7sE89ztqwnOWI6y8CgkXcZJ80DeWXqUBdu24XC5uHtILItuCEbz+1OoNqwAtY5e3W5A5X8ffPsIqrR14BeCc9CDKC7+N649P1AQczG7bRE898khpg6t5KoeUVQ63eSX2X2OLbPYSqXaiLbbhHoLpwMorCXYJs+DrJ0oD/+O0z8KVeerwBSNzlA3pFwiaaso3O6GxHs0PxaLhX/+85/s2bOHDz74gI4dO/LCCy+Qk5PD22+/ffq8L7/8ku+++47vv//eaz/edtFGjhzJli1bMJmafzLf9ukGDuVY+L+JPVAraywsfntKLF4G1VMJXHJ+U5olvArdr4fet3g9pcxWyd+/20m36AC+uGMAijbihWxt87Ah5JZYURxdTuiCyR7Hj964iktmnPAaKadTK1n66EjiqjwwPtn5Lcy/23tb+4th0hfYNSZmrjvOol1ZXNMrmqd/rJtMPbZnFM9f040gv7rG9e/7srnzi828dXUMwwzH2ezswEVH3kC//7u695zwMTntxnL/nG3cOSyRB2ZvpXa0Z4+YAN65qQ+Tp6+vDv2pwk+rYuFDw0kMNSJp3bTFuXg2HM6x8NIv+/h9X06dtlcmdGfOxjR2niz2OD7zjgGMSAmrc35TsT2tkAkfrK0zx67pFc2zY7tS7nBy/fR1nCysAERZgsU3hxHz7RiorBUOa06Ey56GuVNOH6rsOonF8Y/w9G8Z5Fmq/1/fNjiBhy9N5t/f7+aX3V7qsgEvjO/GLYOqIheKTsAHQ0R9Nm88sBHCOp7VZ5dI2iKtchswLS2N6667DovFwrx58+jYUUzGlJQUDh065HFuamoqycnJ3roBQKvVYjKZPH5aimUHclh5KI8bB8R7Gkol6aI+StzAFhubpBXgHykWyru+hYJUr6cYdWruHp7IykN5zFrvPRSsNdKa5mFD2ZNZwn5nDIR6hv6GHv2eST28Jy/fO7JDtXx4fSQMEcp3tVEo4bJnwBBITqmNN347yM0D43n3D+9/Dz/tyCS31HsuUdfoADpF+tMvuIxcv/Z0DrB7N5QAFj9JuLKEp6/uwgfLD9dZxImxKVi2P6eOoQRQbnfy8cojWB3nIIEuaVba4lw8G2xOl1dDCeCtpYe8hjA/8+Meckrr/l03BYVldp5buLfOHEsON3Ekt4zjBWWsO5x/2lACuLl3MOFb3qhrKAEUHhXy4yFJpw+p98ylW5C9Tl7ll+uPU2qt5K+XJaNR1d1oCzPpuKhjDaPRPxIu+qf3D9J5nMiblEguAFqdsVRcXMztt99Onz59+PTTTwkOrq5pMmrUKPLy8pgxYwYOh4P169fz008/cd1117XgiBuGrdLJMz/uoVt0AP0SalX03v8zaI0Q2b1lBidpPSSOFEpoK98QeWxe6BVn5rLOEbywcB8Hskq9niP58/y2N5u//JzJwctnYutyvRBmAPxTf+bhkbH89dKk00VoQ4xanhnXhdsGJ6DzoRhXVG7nYHYpn60+yreHXNhv/Ql353HVKlUR3WDKotM7tYVlDsrtTgxaFbkW3+IK+738DVhsldgcLt67uTfm0lQOFrrRF9YTUlOWC+X5BBg0dXbdT9E9JpDf9mX77GLZgRyKK2QtMEnLsj/ThxcEyCqx4q+vG253JK+MMltlUw7rNOX2SrYeLzr9+1Xdo/h8Sn+u6RXD8ORQNColi3ZXh/8mhhp5oH8AmmMrfHd6bE2dorP6ggOEmjw9zm43nCgoJzHUyNxpg+kWI1Q6lQq4rHM43947iFhzDa+4SiPEaca+U63QqTXBsEfgyv+CX621TAPJt9jYebKI6SsO882mNI7nl1Fub57vXyI5F1pdztL8+fPJyMjgl19+4ddff/Vo27ZtG5999hkvvvgib7/9NsHBwfz73/9m0KBBLTTahvPuH6mkF1bw8oTunqFTthJR06DdsNOLMckFjEoN3SfBuveEOt4A76Fatw5K4GB2CffO2sJPfxkmamNIGpUQk47CcgdjZx5jcq97uO7ah9BQyZESBZ8uOMbHt/Xj+v7x2Cpd6DVKIvz1nuqWNSgos/O/pQf5Yl21N/BZrYr3Jj7LsMueR61wgc7fQ7FKqxZ9ac+QBxRo8HxulFY4mLf1JM/9vJdOEf7MHeGHSalApQ2q/wOrtGhUSgwaFRVePERlNidBBt/PqECDBrWPzy+RNBe150NNFFXiKLVRKxWe0R5NiFKhwE+rotzu5NreMXSOCuDOLzad9jQdzSs7/RlizQZmjQ0gIHOtKBPgKxzOECQ2PGrg1gV6ncdGnRqtWkWveDMz7xhAqbUSpUJBkJ/Gu1CLMQT63ArJl4kyCGotmCLPeb2SXWLlsW93sCo1r8Z3Aq9P6snorpH4yXeZpBXS6jxLU6dO5cCBA2zfvp1t27Z5/AB0796dr7/+mq1bt7J06VImTJjQwiM+M7vTi3l/+WGu6RXjuWsDolil2w3xg1tmcJLWh3+kKCq493s4udHrKVq1kr9emkJWsZVHvt4u5cSbgKt7RAFgq3Qxc3MO18xK48pZGTz4YzpDk8II8tMSHWQgMdRIVKDBp6EEsONkkYehBFBmdzJlzj62lPhDcHsPQwmEsZYcbsLhcjG4vfewPz+tqk5+1InCcp79aS9uN+zLKiXL2IkUkxVDeKLXOl4A7oShoPUnxKhlcn/vpQuWHcjm1sHtfH7Gu4e3J8TUcspiEglASoQ/eo33pc2wpFA2Hiuoc/yqHlGEGOvm/TUFISYtNw+MR61UMLZnNC8t2ucRkrfyYC6juggvzr9HhhCz+E7Y+TX0vMF3pymjq4tgA2hNZGtjKanw9NYEG7WE1PA2BRt1JIQYiQv2q1/RUqGAgGgI6QCBcedsKDldbuZvOelhKAG43PDo3B1kegnxlUhaA63OWDrfKLNV8uCcrSQE+zG+V7RnY0UB7P1RGEpamRgtqUHCEFE4ceVrYPGeiBsVZODBi5NYui+bV37d38wDPP+JCtTz/DVd6xzvFRfELYPiG6z8VlLh4IPlh322f7zyKBX2ujvAoSYd793UB4NGxX0XdSAqUO/RrlUpeXlCd4rKq8M1XS43szekeZz32toS/BQ21LYiGPu/ukqLAdEohv8NHOXoNCqmjehA5yh/j1MUCnjq6q60DzVy74j2dcY6qks4w1NC6xyXSJqbiAAdH9/Wr05OTkyQgSev7My8Knn8U7QL8ePx0R2bzaOhVau4c1gik/vFsepQbp32MruT7WlF3D08ka6BdqGembZelJRIGFK3w2GPiDA8R1WOk0qLfdJs3t7oKQlv0Kh46drudepPNSd5pTY+WX3Ua5vbDYt2tqL6VxJJDaS/swlxu908NncH2SU2Xhjfre7iassXoFRB4oiWGaCk9aJQQLdJsP49+P15ER+uqauw1ifBzG2DE/ho5RHCTDru9rKQlZwb/noN1/aOYUiHUBbvyaKo3M4lnSNoH2Yk3F9/5g6qsDtdFNQj1ZtnsWGrFLlJtUmOEJ6lu7/YzL+u6kxxuYO9mSVEBOjpHhPIR6uOcOOAeHrHi9yBSpe7jgDDrweKCPOP4Onko7DtC7hhNmRsh5IMkSfpFwI/PQw3fwsII3zG1AGk5lhYdiCHMJOOUV0iiAzQ46dTc+9FHRjfJ4Zfd2Vhq3QxulsEcWY/6VWStAq0ahUDE4NZ+uhIVhzMJS2/nEHtQ+gaE0CQn5bv7x/KH/tzyCiuYFhSKJ0iA4gMbPh8bgwiAw08PqYjz3hRuASYvvIIdw1LJNJQo0zB9/fBqOeg/11wfK14H3SfCAYzzowd4AZbQCIkXcJ/lhUyaUAcwztFcTCrlLhgAykR/ry3LJVHLkuBqGb6oLVwut0UlPt+FmYUV/hsk0haEmksNSFv/naQX3Zn8dfLkokOqlUTJ2snpC4VxSe1Z5AZllyYaA3Q+1bY8CEsfxkufRqUdafsmG5RFFc4eHHRPpRKBXcOS2yBwZ6fmPQaTHoN94cnnflkHwTo1QxLCiU1x3vxzxEpYfj72NVWKBSY/bRUOJw8OGcbsWYDCSF+bEsr4o3fhGDDM2Orixhr1UpGdY6oowb21dYc7u7Wnvhjq+DYqmoj6fDvUJQGBjPoAk6fHxGgJyJAz9Ckut6iID8tQX5aOkUG1GmTSFoDWrWKhBAjtw2uG7HRLtTIHa3gGRnkp2VUl0i+357htX1vZgnKweFiQ9XlhEor/PJ3MVcju4PbBf3uhKB4VEHx0GUsfsDJwnIW7U1l3vYcEkL8iDUb2HK8kAPZQggmxtxy9fn8tCr6JZjZdKzQa/slHaW6nqR1IsPwmohPVh3h7T9SubF/HAMTa+Ub2Eth9ZsQnAhx/VtmgJK2gX8E9L5ZFKxd9Zp4aXrh+n5xjO0RxfM/7+WNJQdopeXTLki0ahVThrTDz4vnKECvZmLfGFT1hPRFBOj5+5hOAJwsrGBNaj57qxS/Lu4UTlgtL9fw5DDC/D29PJUuNyszFLhSxogDWbtEjkNRVcjepU+DqYW2myWSC5Te8UHEejFelAr45xWdUJkioH8tkZ+KQji6EmL6gamucRHur+Mvl4jNneP55axJzT9tKE3oHUNoC3qAg/y0PHllZ7yVB4wP9qNbbGDzD0oiaQDSWGpk3G437/x+iBcW7mNcz2jG9qyVp+RywsrXwW6BbhOrZYMlEl+EJEGPG+H4GuFh8iIprlAouHFAPDf2j+PtP1J5YM5WLM0khSs5M7FmA/PvG8LAxOpSCMOTQ/nuviHE1RZ9qYVKqeCKbpH8b3IvoqvChYxaFdNGtOeVCd0JrpWYHmM2MHfaYEZ3jeSU5kSP2EB6JLeHq9+CoX+tFnoIiIFrP4Iu14DKu+S5RCJpGqKDDHx19yCu7hGFqmqydokK4Ntpg0mK8AedEYY/Bpc9JzxKIDzCo1+CIQ96jUrRqlVM7h/HS9d2P71pEqBX8/Clyfzzys4E1KMW2Bx0ivTn67sH0TFC5EWqlQqu6RXNnLsHEhXYcl4viaQ+FO4LbAvaYrHQt2/fJqlWbrFV8uT8nfy4I5NJfWO5tneMp0y42wVr3hahL31uh7AU351JJLXJ2Q875gjltIufBD/vCfUbjxbw4YrDhAfoeH1ST/q1C/Z6XkvSlPOwNVNUbqekwgEKCDJoz3rhklVixWp3olErCTNp0fqo6QRgsTkoLHPgcrvx12uqjapKuyhi6XKAWg/+UXjd6pVcEFyoc7E1UWarpKDMjsvtxqRT183/czqF0I/TBiqdUExV1r+54XK5yS61YnO40KqVhPvrGixK0xzkWWyU2SpRKRQEG7VSMlzSqpF/nY3EyoO5/GvBLnItNh66JJnBHWqF3lVaYc1bQrWm20RpKEnOnvBOIiRj+2z44S8w+AFoNxTwXOgOSAwmPtiP95enMunDdUzqF8ujozo2exKzpC6n8n3OlciAhv8/NOk0mHRejDG1FoLiznkMEomkcTHq1BjrMxZUKgiMOas+lUpFq/bUhJp0LRoSKJGcDdJY+hO43W42Hi3gvWWprDyUR5eoAP52eUciai9osnfD2nfAkgM9b4LIunLEEkmDCIqDIX+BPd+LkLzo3kIEIqyjx2mRgXqeGduVpfuzmbf5JN9vy2Biv1huHZRA5yiZmC+RSCQSiUTSEKSxdJa4XG72ZpawbH8OP+zIIDXHQpzZwF8vTWZAYnB12J2rEjK2wr6fIX2LKOQ2+AGvCZkSyVmhNUKvm0RY3qFfYeGjoiZT0mUQN/B0bLtSqeDyLpEMSwplyZ5sftmVyZwNaXSM9GdM10hGpITSLSYQXT2hXBKJRCKRSCQXMhdczlJpaSn9+vVjxYoV9cZnF1c4OF5QQZ7FTmaJjbSCCg7llLE3qxSLzYleo6RnTABD2/nTNdiFylqEojwPRclJlAWHUeXsBkcFblMkzvihuMK7ybwASePjcqHI348qYwvKwqPgduEKjMMdnIQrMB63KRK3XwhunT8OtYld2TY2Hi9mV0Yp5XYnGpWCpDAjKeFG4s0GIgN1hJt0mI0aAvVqTDo1flrV6eTjhmA0Gj1z9bzQ0HkokUjOjYbMQ5BzUSJpaho6FyWtlwvOWMrKymLkyJFnPM826p9gCvN9QnkhQZpK/LUu3+cATpeCC+oLlrQYSoWbhtg0uRVKrC4V+J2F8ENpDrqlrzTo1IYkijd0HkokknOjoYINci5KJE2LFE9p+1xwxpLL5SInJ6dBlr7FYmHkyJFtZsetLY23LY0V2tZ4W3qsDZlbZzMPG4uW/l4aG/l5Wjct/XkaOrdaYi42Ni39XTc3F9LnPR8+a1ueWxLBBZezpFQqiYyMPKtrTCZTm5qkbWm8bWms0LbG25rHei7zsLFozd/LuSA/T+umtX+elpyLjU1r/64bmwvp815In1XS+mg9ovsSiUQikUgkEolE0oqQxpJEIpFIJBKJRCKReEEaS/Wg1Wp58MEH0WrPvYhkc9KWxtuWxgpta7xtaazNyfn2vcjP07o53z5Pa+ZC+64vpM97IX1WSevlghN4kEgkEolEIpFIJJKGID1LEolEIpFIJBKJROIFaSxJJBKJRCKRSCQSiReksSSRSCQSiUQikUgkXrjgjCW3243FYkGmakkkLYechxJJ60DORYlEIqmfC85YKisro2/fvpSVlbX0UCSSCxY5DyWS1oGcixKJRFI/LWosFRQUMGrUKDZs2FCnLScnhyFDhjB//nyP4wsWLGDUqFH06tWLCRMmsG3btuYarkQikUgkEolEIrmAaDFjacuWLUyePJm0tLQ6bS6Xi8cee4zCwkKP4xs2bOD555/nlVdeYdOmTYwbN4777ruPioqK5hq2RCKRSCQSiUQiuUBoEWNpwYIFPPbYYzzyyCNe29977z0iIyOJioryOD537lyuuuoq+vbti0ajYcqUKZjNZhYtWtQcw5ZIJBKJRCKRSCQXEC1iLA0bNozffvuNK6+8sk7b+vXrWbhwIU8//XSdttTUVFJSUjyOJSUlsX//fp/3stvtWCwWjx+JRNK8yHkokbQO5FyUSCSSs0PdEjcNCwvzejw/P58nn3ySt99+G6PRWKe9rKwMg8HgcUyv11NeXu7zXtOnT+fdd9/9cwO+QMkoqmDnyWI2HM2nXYiR4cmhOCpdfL89A4UCruweRXSQnmCjrqWHKmnlyHkokbQO5Fw8MzklVg7nWvhtbzbBRi1jukUSEaDHX69p6aG1Woor7GQWWVm0O4tyeyWju0bSLsRImL9cH0jaPi1iLHnD7Xbz97//nVtvvZVu3bp5PcdgMGC1Wj2OWa1WzGazz36nTZvG1KlTT/9usVgYOXJk4wz6POZYXhk3fLSerJLq71ujUvB/E3uy+XgBm44V8v7yw9zQP47HR3ckxCQfiBLfyHkokbQO5Fysn6xiK/fO2sL2E0Wnj7225CDPjuvKhD4x0mDyQlG5nc9WH+XtP1JPH/tk1VGGJYXyxvU9CQ/Qt+DoJJI/T6uRDs/MzGTjxo2899579OvXj379+pGRkcGzzz7LtGnTAEhOTubQoUMe16WmppKcnOyzX61Wi8lk8viR1E9xhZ0nF+zyMJQAHE43/1qwizuHtT997OtNJ9ibUdLcQ5S0MeQ8lEhaB3Iu+sbhdPHl+mMehtIpnv5xD1nF1roXSUjLL/cwlE6xOjWPX/dkyRpekjZPqzGWoqOj2bVrF5s3bz79Ex0dzdNPP8306dMBmDhxIj/99BPr16/H4XAwY8YM8vPzGTVqVAuP/vyioMzB2sP5XtvK7U5KrA7MftW7a5+sPkK5rbK5hieRSCQSSaOTb7Hx5brjPtt/3pnZjKNpGzhdbmZt8P2dfbb6KHkWWzOOSCJpfFpNGF5DGDx4ME8//TTPPPMM2dnZJCUl8fHHHxMUFNTSQzuvcDhd9baXVDgwaFQU4gCgqNyB3enCrzkGJ5FIzh1LDuxfCEXHwRQJna6CoLiWHpVE0ipwuaG0no0/ueivi9PlpqDM7rO9uMKB0yU9S5K2TYsbSwcOHPDZ9scff9Q5ds0113DNNdc05ZAuePz1asL8deSWen8xtA8zkV2jbUy3KBnHLZG0ZpwOWPEqrPkfuJ3gFwoVhbDkXzD8MRj5BChbTaCBRNIiGHVqBrcP8RlZMbprZDOPqPWjVSu5qkcUS/fleG0fkRJGgFwfSNo48u0oqUNkgJ7/XN3Fa9vorhFsOV54eqcoxKhlbM8oVEpFcw5RIpE0lPIC+GIsrH4Dul4L18+C6z6FybOh+yRhRP34AMi8AskFTqBBw7+u7Izay/usU6Q/HSP9W2BUrZ+BiSHEmg11juvUSv5ySTJ+uhbfl5dI/hTSWJLUQaFQcFFKGF9M7U9KhEj+DTFq+ccVnbh5YAIfrzqCWqngml7RfHffEGLNMgBPImmVVBTCF+Mgew+MfgV63wq6qgWfxgC9boZhj8L2ObDmrRYdqkTSGkgKN7Hg/qEMah8MgJ9WxZ3D2vHZlP5ESFU3r0QHGfj6nkHcNCAenVqJQgEXpYTx44PDaBci1weSto/CfYHJlFgsFvr27cuWLVukClADyLPYsDlcqFUKwkw6KhxOiitErlKQQSN3jCTnhJyHzUClDWaOh+zdMPolMLfzfe6WGbD3B7hnOUR6L90gOT+Rc9E7ReV2yu1OFAqxWahVq1p6SK0eq8NJYZkdFxCgV8vwfMl5g1zpSuoltFb9JKNOjVEaSBJJ62fR43ByE4x+sX5DCYSH6eQmWPgo3LEYFDKsVnJhE+SnJUg6Rc4KvUZFVFDdcDyJpK0jw/AkEonkfGPbbNj6BQy6H8K95x96oNJAvzvgxAY4sKjpxyeRSCQSSRtBGksSiURyPpF7EBb9DZJGQfJZ1KCL6QuRPWDF/0mxB4lEIpFIqpDGkkQikZwvVNph/l1CGnzAtLO/vvskyNwOR1c0+tAkEolEImmLSGNJIpFIzhdWvSYEHYb/DTTnoNwV1QvMibDpk0YfmkQikUgkbRFpLEkkEsn5QMY2WPkadJ8MIUnn1odCASljYP8iKMls3PFJJBKJRNIGkcaSRCKRtHUqbbDgPghOhB7X/7m+2l8EShXs/KZRhiaRSCQSSVtGakBLzorsEitF5aLOktmoIdy/iYv0leeLn0o7GILAP0os5CQSSTWrXof8g3DVm6D8k491rRHiBsGOr2How1JGXCI5E04HlGaBtViEv/qFivfVeYDF5iCv1E6Fw4lJpyY8QIdO1pySXGBIY0nSIGwOJ9tOFPHY3B2cLKwAICHEj9cn9aRHXCBaVRM8PPMOwoJ7IX2L+N1ghstfhE5XnTcvIonkT5O1SxhL3a+H4PaN02f7i+CP5yB7jyxSK5HUR3k+bJ8DK14FW6k4ljgCxr0L5oSWHdufJLO4gud/2suve7JwuUGnVnL7kHbcPbw9Yf66M3cgkZwnyDA8SYM4XlDOLZ9sOG0oARzPL+emjzdwsqCinivPkeKT8PmV1YYSQEUh/HA/pK1v/PtJJG0RZyX88AAExgpjqbGI7g1aE+z7qfH6lEjON1wu2PsDLPl3taEEcHQlfDm+Tef9FZTZePjr7SzaLQwlAFuli49WHuHjVUewOpwtO0CJpBmRxpLkjFgdTqavOEKlq27tFbvTxcx1x7BXNvKD88RGKMv13rb0P2DJadz7SSRtkXXvCs/S4L+IwrKNhUoDsf1h34+N16dEcr5hyYRlL3lvKzgCBYebdzyNSG6pjY1HC7y2fbH2GLmltmYekUTSckhjSXJGymyV7DhZ5LN9a1oR5fZGNpbq8x7lHhAJ7RLJhUxeKix/CTpfA2EdG7//+MGQs1cs+iQSSV0cFb439QAydzTfWBqZmlEktbFVuii1VjbjaCSSlkUaS5IzotcoiTMbfLYnhBjRaxo5Zyk0xXebf+SfT2KXSNoyLhf8+CAYQqD3zU1zj+jeoNTAwSVN079E0tZR6YQgii/Mic03lkYm1OQ7J0mpAD+tFHmQXDhIY0lyRow6Dfdf7Ltuy93DExvfWEq6FNQ+HtbDHhUGk0RyobLlc0hbB4MfBHUTKVJqDELc4eDipulfImnrmCKg353e2/RBENm9WYfTmEQG6okL9r5JOqpLBCEmbTOPSCJpOaSxJGkQHSNMPDOuKxpVtYywVqXk1eu6kxhaz87auRIQC7csAH2g5/E+U6DrBClnLLlwKU6H3/4DyZdDVI+mvVdMPzi+GuxlTXsfiaQtotbC4Aeg01jP48YwuP1HCIhpmXE1AhEBemZMHVDHYOqXYObpsV3x1zdijqRE0sqRsUySBhFg0HJ9v1gu6RTO0VwLCoWCxFAjYf66xvcqAag1EDcQ7lsDhWlgK4GQZDCF1TWgJJILBbcbFj4qvK797mj6+0X3gU0fw/F1kHxZ099PImlr+EfCuHfg0n9DwVEwBENQLPhHt/lNvQ5hJubdO4SsYis5pVZizX6EB+gIMUrZcMmFhTSWJA3GT6smPlhNfLBf3UZrsUh0tZaCPkDsrOkD/twNVWoIjBM/p7CVQv5hYTxp/cF4/hT/k0jOyN4f4OCvcNGTQtq7qQmMFXPsyDJpLEnOfyoKoSwP7BaxKWcMA53/ma/zM4ufsE5NP8ZmJiJAT0SAl1Df8nzxXTnKRcihKbz+/C2JpA3TosZSQUEBkydP5oUXXmDgwIEALF68mPfff58TJ04QFBTEhAkTuP/++1EqRcTgggULeP/998nNzaV9+/Y89dRT9O7duyU/hqQkAxY+BgcXiZ1vhQI6XQ1X/B8ERDfifTJFPYs988HtEsc6XAbj/icWdRLJ+Yy1GBY9LlTqEoY0zz0VCojsCYeXNc/9JJKWovgk/PCg2BgAUChF7bJRz8oc2doUHIP5d8PJjeJ3pVrkbo14TBhNEsl5RovlLG3ZsoXJkyeTlpZ2+tju3bv5+9//zl//+lc2b97Mxx9/zPz585kxYwYAGzZs4Pnnn+eVV15h06ZNjBs3jvvuu4+KiiYoiippGBWF8NPDcGChMJRA/HffT8KAqihqnPvYSuG3p2H3vGpDCeDwUph/D5TlN859JJLWyu/Pgb0UBkxr3vtG9YScPVDuveaKRNLmKcuDuVOrDSUQ75mdX8Pvz8ucvZqUZsHs66oNJQBXJWycDus/kGU9JOclLWIsLViwgMcee4xHHnnE43h6ejo33HADF198MUqlkg4dOjBq1Cg2bdoEwNy5c7nqqqvo27cvGo2GKVOmYDabWbRoUUt8DAmIl8whH9LCBxaK9sbAkgO753pvO76m/loXEklbJ30LbPoUet0iwuKak4hu4r/H1zTvfSWS5sKS47n4r8nOr2QR9JoUnYD8VO9tGz4ES3bzjkciaQZaxFgaNmwYv/32G1deeaXH8dGjR/PPf/7z9O9Wq5Xly5fTtWtXAFJTU0lJ8ay/k5SUxP79+33ey263Y7FYPH4kjYi1+M+1NxRbqadHqTbSWGrVyHn4J3C5YOHfILi9CG9tbkzh4B8Fx1Y3/70ljY6ci14ozfTd5nKK949EUHDYd5ujHOzlzTcWiaSZaJGcpbCwsDOeY7FYePjhh9Hr9UyZMgWAsrIyDAZPGUu9Xk95ue/JOX36dN59990/NV5JPZwp+VXfgOTYBt3HJPInToX61cYvpHHuI2kS5Dz8E2z7EjK2iRxAZQsVggzvCkdXtcy9JY2KnIteqC/PRqGUwgU1CUrw3abWifpsEsl5Rquss3TkyBFuuOEGKisrmTlzJiaTUH0yGAxYrVaPc61WK0aj7wfZtGnT2LJly+mfFStWNOnYLziMYZAw1Htb4kjwO7Nh3OD7pFzpvS2ql5AUl7Ra5Dw8R6zF8Puz0P4iCO/ScuOI6AI5exvPUyxpMeRc9IIpojrctDadx0rRgpqYEzwVamvS53bxXUok5xmtzlhasWIFkyZNYvjw4Xz66acEBlbX1ElOTubQoUMe56emppKcnOyzP61Wi8lk8viRNCJ+wXDtdIgb5Hk8fgiMf1/IqTYG+kC48r/Q4RLP49F94PqZwpiStFrkPDxHVr4mksv7TGnZcYR3BdxwYlPLjkPyp5Fz0QumcLhhthAzqUnSKBjzSsPkwy8UAqLh1u8h1DMlgq7XwfC/gcaLzLhE0sZpVXWWtm/fzgMPPMAzzzzDxIkT67RPnDiRBx54gCuuuIK+ffsye/Zs8vPzGTVqVAuMVnKaoDi4cQ5YcqGiQITE+YWCsZFD4wJj4LpPhWhEeR4YzOI+0qskOR8pShMJ092ua35Rh9oERItaKmmyOK3kPMXcDm75TuS/VhSJOecX1ngbfucToUkw5WfxzreVis1KYxgYZMF4yflJqzKWPvzwQyorK3nxxRd58cUXTx/v27cvn3zyCYMHD+bpp5/mmWeeITs7m6SkJD7++GOCgoJabtASgV9I8+QN+QWLH1LOeKpE0qZZ9qLIleg6oaVHIvIFwztD2vqWHolE0nScWvRLzowpQobcSS4YWtxYOnDgwOl/f/jhh2c8/5prruGaa65pyiFJGkhhmR2n202QQYNaVU9Ep9stqn2DMKgUiuYZoETSVsnZBzu+gYHTWk/CdFhH2PktOCtB1eKvDonkrHC63BSW21EqINioa+nhXNg4KoRHSq0HfUBLj0YiOSPyjSc5a3JKrKw5nMdnq49RbncyplskN/SPIy7Yr+7Jxemw70eh6OV2Q+9boMt4EVInkUi8s+wlsWubPLqlR1JNWCchDZyzF6J6tPRoJJIGk15YwYJtJ/lhewZatZJbBiZwSedwIgJkfk2z4rBC4VFY/Rakb4aAGBjxGER0l+GOklaNNJYkZ0VuqZXH5+5kxaHqukbvLUvl641pLLh/CPEhNZQJS9Jh1rWQW+09ZPGTsOVzuPUHaTBJJN7I2i02GIY8BCpNk97KWunmYKGLcoeb9oFKwo31eIhDkoR0+cmN0liStBnSC8uZ9OE6MoqrlXT/uWAXvbcE8eEtfaXB1JxkbIMvrgZXpfg9PxWOroBLn4YB94gSIRJJK6TVqeFJWjepOWUehtIp8svsfLjiCFaHs/rgwSWehtIp8g7BgV9810ySSC5kVr0G/pF1lR8bkSKrm+fXWuk3s5Rx88u44adyBsyyMPnHMnbkOL1fpNaDuT2c3Nxk45JIGhOH08VXG094GEqn2JZWxI4TRc0/qAuV0mz48YFqQ6kmfzwPZTnNPyaJpIFIY0lyVszbcsJn2087Migst4tfygtF6J0vts+CisJGHp1E0sbJOwR7voduE0HZNI7/7TlOxsyzMGefncvaqXl+mI7XL9Zzf28tWWUuJnxfxpd77N4vDk2G9C1NMi6JpLEpLLPz/fZ0n+1zNqZ5bvBJmo6KQsg/7L3N7YLsPc07HonkLJBheJKzQqX0Lc6gVCo43apQiJAdXyiUgBR6kEg8WPM/ofbY4dIm6X5teiV3/FpOnL+Sfw/WEWKo3i+LNikZHK1i9l4HT6224nTDlG5azw5CU4RX2FoiE7MlbQJlPYJCaqVC6g01F2f6optoc0giaQykZ0lyVlzfz0flbmBi3xiCjVWLK0MQ9LvTd0f97pQJnRJJTUqzYOc30Hlsk+Qq7c13cvficpKDlPxrkKehdAq1UsFtXTVc2V7Nc2utrDhRK2QmNAVwQ+b2Rh+fRNLYhJh0TO4X67P9lkEJ6NT1bOpJGg9DMIR38d6m0ojSBBJJK0UaS5KzIjHUyLie0XWOxwQZmDo0EW3NF0/7kRDTv24n0X2gw8VNOEqJpA2y8SOxu5pyRaN3XWxzc8/icsL9FDzaX4dO7XuXV6FQcHMXDT1ClTz6RwX5Fa7qxoAY0PjJxOg7PgABAABJREFUvCVJm0ClVHBtn1g6hBnrtF3UMYyu0dI72myYwuCa972XQrjiv7K+laRVI/2ekrMixKTjP1d34bo+MXy25ihlNifjekVzaecIYoJqPQT9o2Dyl5C2DjZ/Brih71RIGAoBUS0yfomkVWIvg02fQPIoUYi2EXG73fxzZQWFVjcvjdCjr8dQOoVSoWBaLx1/X1HBc2ut/O/SqrIAShWEdJCeJUmbITrIwKw7B7LqUB5zt5xAq1YyZXA7esYHEeYvlfCalcjucN9a2PIFHF8DQQkw5EEI7tDozz2JpDGRxpLkrAn11zGyYzj9E4NxutyYdGoUvuKRA6Kg2wRIvhxwg86/WccqkbQJdn4rijR2GtvoXf98uJJFRyp5qI+WcL+GBxME6RXc1FnL9B12bu5SyYCoqtdFcJKokSKRtBGiggxc3z+OK7pHolQoMOrk0qdFUKkhuD1c8pTYINLoQS0LBEtaPzIMT3LO+GnV+Os1vg2lmuhM0lCSSLzhdsOGDyFuoJAMb0RKbG6eWWtlQJSKwTFnv0AcEaeiQ5CSl9ZbcZ+S+g9NguITUJbfqGOVSJoaf71GGkqtAZUaDIHSUJK0GaSxJJFIJC3JsdWQux86XdXoXb+1xUa5w81tXc9NMEKpUHB9Jw3bc1z8kVYl9hCSLP6bsa2RRimRSCQSSetFGksSiUTSkmz6BALjILJno3Z7tNjJzD12xiVpvCrfNZTuoUo6BSt5d6tNHPCPAq1J5i1JJBKJ5IJAGksSiUTSUpRmwf6foeMVZ65Dcpa8vtFGoE7Ble3/XNiRQqHg6g5qtuW42JxVKcYZ3B4ydzTSSCUSiUQiab1IY0kikUhaim1fCoW5Dpc0arf78p38fKSSa5M1aFV/3gjrHaEixqTgk512cSBYKuJJJBKJ5MJAGkuSs6PSBiUZ4qeyauFkyYaSdKgoFr9XFIn20uwz91eeD8XpUJbXZEOWSFolLpeQ0G03XIS1NSL/22Ijwk/ByLjGKbipVCgY1U7Nb8cqyS5zCfnwojQoL2iU/iWSVkVFoXinWXLqttlKq95vWUKc5XyiLE98tsaY12Wn3u1SCEbS9jmn+IzDhw/z1VdfkZWVxfPPP8/ChQu55ZZbGntsktZG4TFY8w7s+U6E4nS/HnrfAoseg6xdogDtxU/CoSWw4QMwRcCwRyFljChIV5OKIkjfAr8/B/mHRFjPxf8SimB+wS3x6SSS5uXIMqEqN+ShRu02tdDJ4qOV3NlDi1rZeKF9w2PVfL3Pwdf7HTyc1EEczNoJ7S9qtHtIJC2KzQLZe2DpM5C1AwKiYcTjwvOrCxTvqt+fh2OrwGCGQfeL0hiNrGLZ7JQXwPG1sPxlKDwKoR3h0v9AdG8wBJ1dXxWFcGIj/PEC5KdCaLKQCo/tJ74ziaQNctaepTVr1nD99ddTWFjI2rVrsVqtvPfee3z00UdNMT5Ja6EoDT69HDZ/Ih6G5QVC7virG2DoX0XNhKPL4fMxEN5ZvGQKjsCPD4oXT0VhdV+VdtizAGZNEKE89jJhbH11A2yfDY6KlvmMEklzsnWmKMoY1qlRu52+w06wXsGI2MbxKp3CT6NgYLSKuQfsuExRoNZD5s5GvYdE0mK43cII+uxySFsr3kt5h2D+PbBhOmTvho9GwsFfwG4RGx2L/wnf3w+W3JYe/bljL4ctM+Cbm8VntJdBxlb4cjzs+xGcjob35bDCjq9gzvViI8VRLnIbZ0+EXXNFZIpE0gY5a2PpjTfe4I033uD1119HpVIRFRXFRx99xDfffNMU45M0I263m+wSK5lFFRSX26sbnE7Y/pUIt6tN8UkhIRw3sKoTF6x4BfrfVX3O9lme4QyWbFjyb++D+ON576EPjUVFsQgNKM0UYVASSUtQlgf7F4pizY0o7JBT5mLBIQdj2qvRNEKuUm0uilNzstTNxmzAnCgWRBLJ+UBpJix81HubQgm//sO74XD4dyg63rRja0rKcoVHyRuL/yXCDRuKJRuWPuu97benva8hJJI2wFkbS8ePH2fEiBEAp4uRdu/eneLi4sYdmaRZySmx8vmaY4x/bw0j/7uce2dtYceJIirslWAthL3f+7748O8QN6D697xDQl64Jic3V/+7LE/szHmj0tY0D1SHVexwzZ0C7/SGjy6Gte+c3YtAImksdn4DuBs9hG3mHjsaJVwS3zSFNzsGK4k0Kph/0CEV8STnF9Zika/jjYiucGKD72sPLm6aMTUDzuIMcNq9N9pKRF5xQynLhUqr9zZHucxNlrRZztpYio6OZuvWrR7Hdu3aRVRUlI8rfFNQUMCoUaPYsKH6IbRjxw4mTZpE7969ueSSS5g7d67HNQsWLGDUqFH06tWLCRMmsG2bLIz4Zykos/Gv73fx3M97ySy2Yne6WHekgGvfX8PO9GKh1qUx+O5AY/R0rysUYieuJroaCeyqMxTIVGnP/kOciezd8PHFcOQPMdbSTFj6H1gwrWk9WRJJbdxu2DZLeGP1gY3WrbXSzex9DkbGqfHTNL5XCcQG2eBoFb8cdWAzJ4mcBHtZk9xLImlWlPVsMLhd9b+3FIo26TXJt9gosp/hWXGm9/XZnKtqmk0ciaSpOWtjadq0adx33328+eabOBwOPv74Yx544AHuvPPOs+pny5YtTJ48mbS0tNPHiouLueeeexg/fjybNm3ixRdf5OWXX2bnThHqsWHDBp5//nleeeUVNm3axLhx47jvvvuoqJA5Ln+GzCIrv+2tazC43PCf7/eQadPjHHif7w66TYCDv1b/nniRSPA8hUoDUTUKbhpDRBFOb5jC64pB/FnK8+GXv4PLWbftyHKRjyWRNBcZ2yBnLyRd1qjd/nTYQaHVzeXtmnZBMiRGTakdVtg7ikVk9t4mvZ9E0iz4hUB0H+9tR5ZDt+t8XxvbD/YvOvt7VhSJsPCSDHBWnv31f5L0ogpSy/3EZ/eGOdF3mzeMYULYyRsBMeB35nd7cYWDzKIKsoutOJ0yVF7SOjhrY+mqq67iv//9L/v27SM6Opr169fzr3/9i/Hjxze4jwULFvDYY4/xyCOPeBxfsmQJQUFB3HzzzajVagYPHszYsWOZPXs2AHPnzuWqq66ib9++aDQapkyZgtlsZtGic3hISU6z4ahvmdAD2aVsO1HERndXnB28LO5SRgsj5JTBYQqHIX8R9WNA7LiNn+75APWPgomfg8bPsy+1DibOANPZeynrxWYRynu+SF3auPeTSOpj+5z6F2bnyKw9dnqGKYkyNW1FiFh/JfEBChZmBwuvc5YMxZOcB/gFw/gP6iq2KZRC0XXkP4QgS21GPgF7f4Td84SseEOotAlxlG9vh7e6wQdDYMX/QUnmn/8cZ8G6w/m8uKqInCs+rhvRoTVSOeHTs1P684+C62cK8ZeaaAwwaQYE+H63Wx1OdqcXc++Xmxn66h+M+d9K3l2WSnaJj7A+iaQZOactyJEjRzJy5MhzvumwYcMYO3YsarXaw2A6dOgQKSkpHucmJSUxb948AFJTU7nuuuvqtO/fv9/nvex2O3Z7dTyuxeIjV+YCxl/v+89AqRD2zpS5x3njqv8wtM/9BO7/GoVSLWTDTRFCwKHLNSJZPX6wyGNIHAHm9tDrRgiM9Qzjq7QJGfLrv4C0DUKO1ZwI7YaJ49G9QVttSLlcbjKLK9ifVcrJwgq6RAeQEOxHeIC+zni9olAK75YvVR99UMP6kZwzch5WUWkTqlBJlwpDo5HYnetkR66Lv/VvghBWL/SPVLP4qANbaHt0UhGvTSHnYl3slU6yS2wcKTDT45al+J9cjvr4SghJhp6TRSSEowKu/K+Q1j6+ThhVKZdD6u9iczDlivpD+WqSsw8+uRRcVd6kikJY+Soc/gNumA3+PrwzjYy/Xs3O9FIeXx/IM5P/IOT4QgIK91IU0pv82FH4+ycSfjYdKhQQ3RfuXwd7foDMbWJTqOMVkH8ENs+AhMFi3VBLknx/ZgnXfbgOp0vUriosd/Dm0kOsTs3j/Zv7EObfwPe9RNIEnLWxdOLECT788EPS09Nx1VITmzlzZoP6CAvz7ootKyvDYPDMjdHr9ZSXlzeo3RvTp0/n3XffbdC4LlT6JwajVIiwu9pc0imcNan52CpdPPDDSUJNWn564E2itFbhGdL6wWXPCGU5ZdWOdkgH6DJevFyshWAtEi8RtU60W7Lhp4dEwmfcAPEiOrEB1v4PlBphNGnFDp7L5WZ3RjG3fLKBEmt1mEJSuIkZU/sTa67lnfKGMQS6XQ87ZntvT7q0wd+V5NyQ87CKg4vFfOjQuH9zs/fZCdEr6B3euHLhvhgYpeK7gw7WaIZwiVTEa1PIueiJvdLJ2sP5TPtyC7ZKsabpGt2RMV2Hc8ugRMzGqg0IjUEIFGz6BCK6i6K1c6dU5+sOvLdubm9pljCIVJrq6IqKQlj8ZLWhVJP0TSIPsJmMpSEdQlEoYMXhYi45Ukz/diOJ8B9F+gErMdl2Xr1Od/adqjVC/GX4I6LESOpSeH+gZwHfAfcIj5wxFIDCMjvP/rz3tKFUk03HCjmeXy6NJUmLctbG0qOPPopGo2HQoEEolY0b7mEwGCgt9XRjW61WjEbj6Xar1Vqn3Wz2Xehs2rRpTJ069fTvFovlT3nFzkfC/XW8Nqknf5u7w+N5Fh2o57bB7bhvVnUIW57FzuY9Bxm7ZapIUL/onxCcWG0ogaijlHcAFv8bjq0QRlWf22HwA8LLVJYnDCUQuU0185ucdmFMmYWxlFVi5fbPNnoYSgCpORae+XEPb07uhb/+DEmlGj+4+B+idkbhUc+2q96sq9wnaXTkPKxix1cQmgJB8Y3WZZnDzQ9VcuGqRixCWx+x/gqijAqW2LtzScHXIt9CJm+3CeRc9CSr2MrdMzfjcFa//PZklLAno4Ryu5tHL09Go6rahEi6VITb7Znv2UmvmyGya/XvZXkij3f5K6IeU3B7uPRpEXFhL4Pja3wP6MAiaDe0ET+hb8L9dbwyoTtPfLcLtxs2VoXkx5oN/O+G3vjpznFO2yyirIC1GObfXbd940fQ/mLodCUAFlsl29KKfHa3/EAu/drJYvWNTUZGBtOnT2fVqlUUFBSg1Wrp3r07d9xxB0OHNv7f4IYNG7jttts4cOBAo/fd1Jz1TEhNTWXdunXo9Y1v5aekpLBmjedDJDU1leTkZACSk5M5dOhQnfZTUube0Gq1aLXNE5rSVvHTqhndNZIekQa+33KMk2VKesYFERGg54nvdlJm9xRG+H/2zjs8qmrrw+/0mcyk9w4EEnrvvTdBpCtYsIGAYr1X/cRy77U3FBE7UkRBkSoWQKVIJ/ReEkjvdZJMn++PDUmGTIBA6Od9njySU/bZE2fmnLXXWr+fp0YharP3LxZlA4/+5frwl3sCvupdIUdqKYFts8Wx9y27uNqdsmI1Kym3lPxS9+Vzfx7NItdouXiwBGJ+D66GlHg4sko0m7YYC14Rrkp9ElcF6XMIlOTCiTXQtmZiOBdj9SkrZTbhgXStkMlktA5WsC41CAcW5LknhBm1xA2P9Fl0ZfPJXJdAqTILtp3hvk7RhPmczRh5hsDwLyDnuFj4kKuh1XjwrVOeJcFshC2zYPOMioHyEuCnB2DAW9BoqFjAs1ZTEaO7dkGBh0bJHc3DaB3ly7I9qaQVmujXKIhWUb4Vr/lySNoqyo2rkyQH+OcDUZKn80Uhl6FRyssze+fj41EDRT6JS+L48eOMGzeOfv368dVXX1GnTh2Ki4vZsGEDU6dO5eOPP76tF1HOp8apoYYNG5KRcXW8afr160dOTg5z587FarWybds2Vq1aVd6nNGrUKFatWsW2bduwWq3MnTuX3Nxc+vXrd1Xmczuh1yipbz3Oc3n/4Y3GKexLzmfKwt2kF7pm8rQqOfX1ZRXeCyXZcHBphdKcqQjWveb+SzL7qGhq1QeIHiV3eIYKRZ2z5JZU7/jtdILZ5kbhrjq8wqHxnTDyK+j3mni403pe+vkSElfCwZ8Bp1hdrkUWH7XSLFBOoMfVFXY4nzYhCnLMSvY760HGgWt6bQmJ2iK1oHo1XaPZVrU0zBAkSsWHfQpDZwglvHOBEoh74taZ7gf8+3XRQ9vqvuon1GhIDWZ/5Rg0ShoEe/LvgQ35aGxL7mgedmWBUnEG/PovYYtwIVsOY7aoQgH89GpGto6o9tDeDWvUOSVxCbzyyit06dKFt956i5iYGBQKBT4+PgwbNoxXX30Vq1UsUm/ZsoVRo0bRtm1b7rjjDlauXFk+xgsvvMArr7zCY489RqtWrejTp49LO05WVhaPPfYYrVu3pk+fPlWSIUlJSTz22GN06NCBXr16MWPGjPJ+yqVLlzJixAgeeugh2rZty6pVq67BX6V6anx3nT59OhMmTODNN99k1qxZLj9Xiq+vL3PmzOH333+nQ4cOTJ8+nenTp9OxY0cAOnXqxKuvvsprr71G+/btWb16NV999RU+Pj5XfG0JxE3g9Eb0v09jWms1gQbXemWlXMbsYZEEbX/T9bwjKytUgMzFQma1Og6vEKtzY+aB5rxAReUBYxe4lMXFBFaf9fHSKTFcSlZJQuJGYN8PEN62Vr2VEgrsxGfa6XENs0rniPWV46mGPxXdRMmNhMRNSMd61Wdy6gcZ0Klq2AdYnO7epgJElUVJNnSZBoENq+4f9C54htXsejca5iJR7p51RASS1RHduXyxUqtSMLVXfWIC9VUOe2N4U4IvVcxJ4pLIyMhgz5493H333W73Dx8+nL59+3L06FEmT57MxIkTy6173nzzTTZt2lR+7NKlS7nvvvvYuXMnjz76KG+//TaZmcJz7Omnn0apVLJx40a+++47Nm7cWH5eaWkpEyZMoEGDBmzcuJHvv/+eLVu28Mknn5Qfc+jQIYYOHcqWLVuue1KkxnfYTz75hNLSUg4dOuTSsySTXV6t/Pm1i82aNWPRokXVHj9s2DCGDRt2WdeSuAj6QGgxDvYupN5v41k+4jPi8/3ZnOqgnr+G/jEehP3zEuozG1zP03pXmNHJ5KD1qt6p+9wKXHAzeGwzJPwNKbsgtCU06CvK4iq9l4K8NPRoEMiGE9lVhnq6byzBnpfRgCohca3JOQlpu0VTcy2y5JgVvQrahlwbYYfKKOQymgUo+Du3Jc+mL7/m15eQqA0aBHlSL0BPQk5Vc+WX72hMQE3vMRcycAdRhu4dAfctFxnZo78I8YemI8Er7OavdlCoxXPA6U3Q5UmInyt6l84/puvTLvYh4b46Fj7SgcNpRaw5nEmQl5ahzUMJ9daiv9zeKQm3nKsOCwmpkIXfunUrTzzxBAB2u52goCA6depEnz596N+/PwCtW7dmzJgxLFy4kG7dugHQoUOH8v6mkSNH8uqrr5KUlITNZmPXrl388ccfGAwGDAYDjz/+OFOnTgVg/fr1WCwWnnnmGWQyGaGhoTz55JNMmzaNZ599FgCVSsWwYcNqXR/hcqjxO3D79u2sXbuWgICAix8scXOh9YK+r4rMzo4vCP9xEOHhbbmzy5MQ1Bg+be2qaHOOTo/jVHmQWWhCjhcBbR9FvuEt99docXYlQy4XIg5tJoifavDTa3h3dHNmrz/Joh3JmG0OAgxqnukXx8CmISgVV+9DlFVkwmxzoFTICDJoUFzFa0nc4hz4EdR6iGhfa0PaHU6WnrDSMUyJWnFthB3Op2WQgtlpQWSnJRDodLosdEhI3AwEe2uZ91B73vn9KL8dzMDucBLpp+OVIU1oHe1T8wENweLHmFl1X0CsUGcF4TnkFSrkx28lPPyFjPqx1bD2FRj5Dfwzo0LUIrQltsEfUKQJ5/ycXoi3jhBvHb0bXRs1wNuVc4rUmZmZ1K0rWiI6derErl27AJEtmjVrFqmpqWzbto22bSsyhHa7naioqCpjgQhuABwOR3l2KSysIlNa+bzU1FTy8vJo165d+Tan04nVaiU3N7d87BshUILLCJaCgoLQaKTV/FsWQzD0fEEEMDaTWCUzhEJZLjQZcbbvohKt7scU0JSftp1h5l8nyTGa+WXCcBqFr0OeutP12H7/E5mjGhLspeX/Bjfi0W71MNsceKgVBHtqkV8l5a+CUgubT+bw9u9HSc4rw8dDxaNd6zG6XQRBknypRE1xOoUYSlQnF/GSK2Vbmp2MEieTW177rNI5mp+VKt9QGs2oojTwDr9uc5GQuBxO55QwY+1xvLRKZo1rhU6lINLPgzr++stTl/QMFV5J8+50FXHQ+QpjVsMtHghoPGHgm5B5ELIOw7JJ4nmi42QcXhFsz9Hy7HdpyGQ7eLZ/LL3igirk2SWuCeHh4TRr1oyffvqpvM3FHSEhIQwfPpz//ve/5duysrJwuls0d3MuCLuhmJgYABe9g5CQEKKiovj999/LtxmNRnJzc/HzE2H05VasXQ1qHCw9/PDDTJkyhfvvvx9vb2+XF1M5QpS4iVGowCfSdZshSNRTd3pcCDrI5NB0BFbPcGb+k8vsDafKDx29MJGPh3xIx265GBJ+Q6bzhSbDxSraZfZraJSKS/NUukLsdge/H8zghaUVDesFpVbeW3OM41nF/OfOJvh4SF/sEjUgNV6YLbd7pFaHXXrCSqheRgPf67fy5q2RUc/TwaaS5ozKOCAFSxI3FSn5pYz8bAu5JaKp/PsdyQB4qBWsntaVugGXoZQqk0FoK5iyTZSZZxwUvTvRnYWn4O2Abx146DdI2wsJ63Ho/MjT1+fVdfmsPpJWftgzP+5j+h2NuL9TNGrl9Vv0uR158803uffee3n55Zd56KGHqFOnDiUlJaxbt45PPvmE4OBgRo0axYMPPkj//v3p3LkzSUlJTJw4kV69evHiiy9ecPywsDC6du3KW2+9xQcffIDFYnHRNujVqxfvvvsuX3/9Nffffz8mk4kXX3yR9PR0li5deoGRrw81DpZeeeUVAHbudM0ayGQyjhw5Ujuzkrgx0QeIn/DW5ZvS80r5cpPre6HUYufRpcmEeGlZ9cR/byozucxiM2//ftTtvhV705jWu4EULEnUjAM/idKU4Ga1NmSZ1clvCVYGx6iu++pbs2A1m041x5F+AHncwOs6FwmJS8XhcPLrgfTyQKkypRY7c/5JZPqQxmgu5yFeoawoM79d8QoXPw3vIKOgjK7v/oXDjTL4jLXHGdg05JoshkpUEBsbyy+//MJXX33FY489RnZ2NjKZjLi4OB555BFGjx6NWq3mww8/5MMPP+TJJ59Ep9MxZMgQnnnmmUu6xgcffMB//vMfevXqhcFgYMSIEezbtw8Ag8HA3Llzefvtt/n6669xOBx06NCBzz777Gq+7MumxsHS0aPuHyQlbk/yjGZsbly3QRjKphaYbqpgqbDMSkE1vk4AJ7ONxARJvkwSl4jdJkpXo7uCvPZWTtecsVFqg67h1381tnmgghUnPTmSeIYmPa/3bCQkLo1Si511R6qXtt5wPIdpZTYCPa//Z+xmJzGnxG2gBFBisVNQaiXC99rOSUK01bz00ku89NJL1R7Ts2dPevbs6Xbf22+/XWVbZdE2Hx8fZsyY4bL/qaeeKv93TEwMX331lduxR4wYwYgRIy4w+2vLZUmMZGRksGrVKlJTUwkKCmLIkCEujVsStw+ai8iqapQ3RnPepaK9yHy9dZJUuUQNOPOPkAquV7vmfsuOW4jzlROsv/6fr1g/ORqZjX/SnDS53pORkLhEVAoZfheoEvD1UKG6TsIptxoXU7O72Z4TJG4/avwOPXDgAHfccQdr1qyhsLCQP//8kzvvvJP4+PirMT+JGxx/vZpIP/dSqXUD9Pgbbq6SNV+9mg513ftueOmURPlJpQISNeDgz8I3xb9BrQ2ZW+ZgU4qdzhE3xoq3Ui6jkaeJzcbwqhLBEhI3KBqVgoe61ql2/8Tu9aSS61oi2EtTxbfxHE3CvG665wSJ248aB0vvvfceTz75JD/99BMzZszg559/5umnn+b999+/GvOTuMEJ8tLy5X1tq2RcfDxUfH5vm5tOPc7HQ807I5sT5u06b61KzpwH2knmeBKXjs0iTJjrdK1VSe1fTtkA6Bh643iPNA5QssPZEEuqZE4rcfPQIMiTx3rUq7J9WIswOtTzvw4zujUJ8dLyzQNt0atdF3gCDRpm3tMKP72ksCxxY1Pju+2xY8eYM2eOy7Zx48Yxc+bMWpuUxLWjsMxCeoGJXw+kU2KxMbBJKHUC9AR6aqAwBVJ3w+l/wK+e8IPwCq8if9wwxJNfp3Vlb3IBh9OLaRLmRYsIH8J8rmNgYbNCUQqc+guyjwrZ5oj24FO9dLnN7iCt0MTe5HxmjG1JbomFg6mFxAQaaF/Xj1Bv7eVJyUrcniSsF5mWOt1qddhlJyy0CJLjpblx3otNw7z4PsHCniMn6BBTu69XQuJq4evIZ3JLDcObtGHtiSLKbA46xwTgrVNir6YX91bE7nCSVlDG5pM5HEkvomWUD+3q+BHuo7t8AZnCVEjfBwnrkflG06ThMH5/qiu7kwo5nmmkZYQ3TcK9CfO5iImvhMQNQI2DJZ1OR3p6OpGRFRKY6enpeHtfniS0xPWjoNTCt5tP8/GfJ8q3ffPPaTrH+DFjREOC5/WDogqZT9ZOx3HPj2T6tcPilOOtU+HjoUYmkxHu60G4rweDmthJLyyj2GQhMdtGoEGFp4dr0GSy2skxmrGc80zy0tauopfdBik74LvhYDOLbTu+BH0gPPgbBFQtiXI4nOxLKWD819sxWUUnaqi3lsahXoxpG0mkVH4nUVMOLRNSwb51am3IpCIHe7McPN76xipbifZRYJCZ2JJYSIfrPRkJiQtQZrWRW2whgHw0KyaiMkRxMGwKfx4rQi6TMeef05RZ7cQGG5j7YPuLP8zbbWDMAKsJVFrho6S4MXtbXe+9SoK9xMLngdRCxn21jVKLHYB5W8/grVOxeFJHGoZ44XA4ySw2UWaxo1HKCfTUXFjqO/8MzBsKBWfKNynWvkzk2O+IbNIHWoaTazRTZLKSnFeKn16FXnNj/s0kJOAygqXBgwfzxBNP8OyzzxIREUFSUhIzZsxg8ODBV2N+EleRpLxSl0DpHFtO5bF6XzIPekUgqxws2a3IF48n5641DF2QRLs6vvzvrqbEBnkil8vILDDy1/E8Plp3nMwiMxqlnDtbhDGtd30i/fUAZBSa+PSvE/wYn4LZ5iDIU8O/B8TRt3Fw7dWHG9Nh0biKQOkcJdmwbCKMW1Lhon6WjCITj86PLw+UANILTaQXmkgrLOO7hzvgX03NtYREFWwWOPoLxA2u1RK8FSetaBXQJvjG6Fc6h1wmo5GukG05N1YQJyFRmfSCMj5ce5y0ghI+rbsVbdJmMu9+i+fmJnG+z+bxTCOz/z7Jy0MvIB9uzIY982HzTDAVgMYLOk2Ftg8Jb8IbiPTCMj758yQ/7xb33mAvDS8MakjbaD8mzt9VHiido7DMytSFu5n/UHv+OprFR+tOkFtiQadSML5DFI92r+e+LN1cDH+86BIoAeCww48P4Ji6ky25el5ZcYiEnBLkMujXOISX7mgk9QRL3LDUOFh68sknycvLY8qUKVitVjQaDSNHjuSJJ564GvOTuEo4HE5+2JFU7f5vd+UwpOsEglJ2uO6wlhJoOoOvh5qdp/MZ9dlWfp3SljAvFeuO5vPS8oPlh5ptDn6KTyExp4SZY5ujUat4evEetibklR+TVWzmuSX7+d+wJpRabNjsTgY1CyXEW4uH+jJ7MgqSxY3LHam7oTTXbbCU58ZvA+BIejG5JRYpWJK4dBI3gLlI9CvVEk6nk2XHrbQNUaBV3jgleOdo5GNnUVo4ptIStB766z0dCQkXsovNTFywiwOpRcy+Mwyf7XMgpDkbkq1VAqVz/BSfwoNd6rJsTwp5JVYGNA2mYYiXCBIsJfDPh7BtdsUJ5iJY/xYYs6Dff0FzY9hM5BjNPP79HuLP5Jdvyywy88yP+1j0aEeyis1uzzuVXUJaQRkvrzhUvq3MaufrfxJJyivlnZHN8dWft0BSmgvHfnM/EbsFW8punv/Vm9QCEwAOJ/xxKINDaYX8NCaE0OKDomze5zYx8JW4KaixwINGo+Gtt95i+/btbNq0iTVr1vDSSy+h0UgPkjcTDqeTXKP74ACgqMyGQ+X+i15mLkB3VjLcaLaxeHsiKcVOPlpXNUsFsOtMPhnFFrKKTS6BUmU+WneCAE8t7605Tt8PN7D+WDYmq93tsdVRUGohKbcEW+lFFLnsVW8MpWbbBU+x2KoxiZCQcMfh5aK/zye61oY8lOsgodBBl/AbR9ihMo1D9FhQsfvAvus9FQmJKiTllXIgtQgAvVom+glVHuSWVf/dbrY5OJpRzKy/T/H9jiQemLOTh+buJL2wTAREO750f2L8t1BSvYfTtSatoMwlUDqHQiYj2+g+UDpHTjXPCWsOZ5Lj7ly7BZzV/01LC7PRqqp+h6Xkl7Ev0wJ/vwlf9YIc988TEhLXgxoHS0ePHqV3796cPHmSwMBA5syZQ//+/UlISLga85O4SigVcoY0D612f48Yb7zS/3G7z+zXmMxKK1H/JJkosTov+KV7MLWQ7OLqg7PcEgvas6UODidM+2FPtatd5+NwODmeWcwj83fR4/31pMjDqj9Y5yt+ziPC14PqtBs8NUp8PaR6aolLxG6Do6shunPtluCdsOKtgaaBN6YnSWSwPwZK2XEs+XpPRUKiCnuTC8r/vTnFijW6F2QfpXtU9Qu9zcK9Scwpcdl2KK2I+VvOYC/JBUc1i2xOB5Tk1sa0a4VDZ4PE87E5nOhUimqFi3QqBVzgK+x0bmnVjRqvC/ZpGgNakZLv5jxgQ7INAuNEyfyKqVDqfnFVQuJaU+O77htvvMHw4cNp3LgxAP/6178YPnw4r7/+eq1PTuLq0q6On9saYY1SzuM96+BxcGGVfaaGI/j9jNNFKSjIU4VGKb+gUlywlxaduvr9CrkMZSUDQJvDyZ6kqith7kgtKGPUZ1vYdTofp1MYdpY1u9/9wf1fB0PVINHfoGZC5zpuT/n3wDiCJMlwiUvlzGYoy4eozrU2pN3hZMVJKx1ClShvUEVGuVJNnCqL7amXtsghIXEtCfGqCIq+35NHVttnwFpKHfNxWkV4VjleLoPJPWPclqt/t+0MZtlFqmnUN07/TZBX9XNdcyiDR7rVdbvv6b4NWLo7tdpz/XRuerk8Q2DQu26PdzYYyM48LeZqKjXC9bIKr7bk7aKkT6LGFJZaOJVlZE9SPqeyjRSWVr9QXRvExcURFxfnNmny7bffEhcXxyeffHJJY/Xu3ZulS5fW9hSvmBoHS0eOHOGJJ55AqRRpVKVSyeTJkzlw4ECtT07i6hLqo+P7RzswvkMUGqUcmQy6Nwjg83vbsOVENtmDv4YgERSjD6Sw+2tsj32OdzZkuozzaEsP/MtOM6BxsNvrGDRKYoMNhHl74KV1X0LUt1EQm07kuGwrLLNe9DU4HE5W7E2lyFSxwjdzSxabIidS0PMN8cUNEBAL9yyChkNAUfUL3lOrYmqv+rxxV1NCzgZG9QL0fH5va4a2CEOluDFX8yVuQI7+Avog8K9fa0NuT7eTVeqk6w1iRFsdDQ2l7CnykspWJW44mkf4oFWJ73Gj2cazfxpJG/0rfid+5rM+SqZ2CcZTI+5PbaJ8mTuhHcv3pJJaUFZlrBKLjTy8ILiJ+4v51wePgKv2WmpKXIhnFY+jc5jtDh7uUtfFXzDa34NZ41pxZ7MAyszu78OBBg1hhmoWbqK7wAO/QGgL8buHH/R5BYZ+TI7dfT+jXAaDY9QiSDqH/eo+5N+KpBWU8fgPe+jz4QaGz95Cnw828MQPe0hz8z6uTXx9fVm2bFmV7UuXLsVguDF6966EGhe/GwwGEhMTqVevwsgtOTkZLy+vWp2YxLUhwteDlwY34v5O0SRklxCflM9Ti/dSWGZlW9MQPrxnGR4yKxannFVHLUz/8bDL+U93CyY2Zx0+677k+Qd2kJhbwpH04vL9erWCr+9vQ5jpJMrwlsx9qD33f7MDY6UeobhgT+5pH8Xk73a7jN022u+i8y+12vjnpGuQ5XTCxKVJtI5qxbO9l9A+2guVWndRdSJ/g4ZxHaLo2zgYm92JWikj8CYz1ZW4zjidIliK7FCrJXjLTlgJ0cuo73NjB+2N/BWY8lXsP5ND25gbSw1M4vYmxEvLtxPa8+DcHZisDradKWLw4jJe7PUSA331DGkso2NcJL56DUGeWhJzSlhzONPtWF1i/Fl6zMLwvp8TuWqsq8WGZwjW0QtRebpfPLwehHhpmftQex6Ys8NF9a5JmBf/HtCQIC8tY9tF0jMuEJvdiUopE4bymYd4q6eeBwrNJFQqR/TWqfh2ZDghRQchsEfVC2oMULcb3LtUSKrL5WAIRiZXMKyViW0Jefx5tKKnSymX8dGdkYTsnVnR72QIclsyL1E9haUWnv95f5WF540ncnjh5/18ck8rvGtLdfg8hg4dyooVK3j66aeRy8V9av/+/VgslvJKNACj0cjbb7/Njh07yMrKwtPTk/Hjx/PYY49VGdNisfDZZ5+xcuVKiouLadGiBdOnTyc6uvZ6gS+VGgdLw4cPZ/LkyTzyyCOEhYWRlpbGN998w4gRI67G/CSuAR4aJfUCDOXqcxE+OlpE+hDh64GHp0jfq4GhLS10rOvLjqNnkDvttA9TEXD8B7w2fQpKLdGlB/nqniYkFzvZl1xAmI+WZmGehB36Ek1ES5DLaB7uze9PdeNwWhGpBWXEBntyJreUJxftpaySoEPfRkGEeF9cNEStUBDq7d4HY3dSAe874du4uEuWJZfJZO7lUCUkLoX0feLBqePUWhvSZHPya4KVgXWVtetHdhWoE+yH7qSZnYePScGSxA2FSimnbbQva5/uwcHUQjKLTDSL8MbXQ83qhFw0KgVtow0EGDToNUqcCLPlg2mu/T4qhYxn+sfx0Nyd/LhLyfsDfiTakYKm4AQWn/okKyMJ10Zzgc7Za45SIadVpA9rnurOofQi0gvKaBbhQ5SfzmVBsMq9T6khcvlAfujzMaflkRzOthDlraKhvpjQvx9BNuTDC19YXzW7FuSp5b3RzUkvNLErMRdvuZnWfiaCdr2D9sSqigMHvgOGkCt52bcdOUZLlUDpHBtP5JBjtFy1YKlnz5788ssvbNmyha5dhQrskiVLGDVqFBs3biw/7v333yclJYUlS5bg6enJmjVrmDZtGoMGDaoSBM2YMYNt27Yxd+5cgoKC+Oqrr3jooYf49ddfr7moXI2Dpccffxy5XM7nn39OdnY2oaGhjBgxgkceeeRqzE/iAjgcTjKLTBSZbGiUcvz0arx0lydEoFLKifTzcG++6nRCcTrepkK81VrqtwqEAz/Bsg/AYoTYgSLFfmglERsHEhEQR6f6feHQKVj+O2i9odVmQHxpR/h6EOErrlNqFnOvF6hnb3IBAXoNj3Sry/DW4fjpLyFYUsp5qEsdlu1xX1c9tVdM7fk3SUhcjGO/gtpQfXnOZbD2tI0SKzesCl5lFF6hNJAdY2eCjMnXezIStzVGk5XcEgsmqwODVkGwp7ba+1y9wKplQsFeWr5+oC0Ltp5hwbYzGM02ujYI5IWBDfHxUGG1O0nJL+PuRUn46dUEebYku9hMzzgH/2t44wkCKRVyIvw8iKiJl5FHIIS0IHjlOIJ1vnTwChN9RMUZwnzXO+Ky5uKn1+Cn19DExyYk2I9tgszdIhsf3EzIroe3FhkpiUumyHTh1oXii+y/EpRKJUOHDmXZsmV07doVk8nEH3/8wS+//OISLD3xxBMoFAoMBgMZGRnlQU9WVpZLsOR0Olm0aBEzZ84kMlLIyE+dOpUff/yR9evXM2DAgKv2Wty+vpqeoFAoeOKJJyRfpetMYZmVdYczefPXI+SWWM72GwXyv7ua1q6xm6kITv0Fv78AxeliW93uMGw2NB8tUuYaL9B6gdYHTv4BaXsg55g4VuMF9/4MXu7X2Tw0StrW8WPOhHaUWewo5DICDRrkNWhij/bX89qdTfjvqkNU0p3g4a51aRUtpfElriHHfoXwNiCvvcDm5+MWGvjKCTXcBA8OSjWxmnzWZEXhcDhr9DmWkKgt0grKePPXI/x2MAO7w4mXVsm0Pg0Y0SoCP8OlL56FeOt4ql8s93WKxuEU/bdeOhV2h5N5Z8vajGYbeSUW8kostIz04bn+sZfvEXijofOGoTNg4SjIPiaEa0D0IF3gvn5RbFbI2CcU77KPQkRbseAa1kqU3t1ghr43C17aCwfpnhfZf6WMGDGCsWPHYjQaWbduHa1btyYwMNDlmNzcXN544w0OHz5MREQETZs2BcDhcO1zzcvLo7S0lCeffLK8rA/AarWSmlq96MjVosafaLvdzh9//MHp06ervLjHH3+8ViZ16NAh3nzzTY4dO4ZWq2XgwIH8+9//Rq1Ws2/fPl5//XVOnjyJr68vkydPZvTo0bVy3ZuJLadyePanCj8TpxM2HM9m/Nfb+GlSJ0KqKU2rMWm74acHXLclboRv+sLDf4JPpZUl73AY9yMUJEHGAfFFGtRY/Fd+4cZ0Xw81vpcZ43npVIxuE0GvuED2JBVgsTtoE+VLgKcab52UVZK4RhSmivd9t3/V2pDZpQ42pdh5oOmNt1JdHXHedpZkqjiRZSQupKrKmITE1SS72Mzk7+LZl1Lht1dksvH66iPIZDImdIpGUQPBHpVCXuV+qpDLaBEhSsqPZRSTVWSmcZgX4T46AjxvMc9Jnyi4fyXkn4asI+L3wDjhI3e5ZcEFp2HuYLCdVc5M2SV+lBp4bLMULF0mAQY13RsEsNFNKV73BgEE1GCh4HJo2LAh9erV47fffmPVqlU88MADVY558skn6d27N9988w1KpZL8/Hx+/PHHKsf5+vqi0WiYM2cOLVu2LN+ekJBAcPC17wescbD06quvsnr1aho2bFiuiAfUWi29w+Fg0qRJTJw4kQULFpCVlcWECRPw9fXl3nvvZeLEiUybNo2xY8eyc+dOpk6dSlxcHM2bN6+V698MZBWZeOvXo273JeeVcSyz+MqCJUupMNxzWGHNdPfHFGdAyg7XYAnEl5whSKwUXUP0GiV6jZJof/dKO9VSkg2l+eC0g84HPKv3npKQuCAn1oBMITJLtcSKk1bkMugUdvOsVNcP9ECRaWdnQpYULElcc9ILy1wCpcp8/OdxBjUNIcznyhcTzy8pvyjGrArfIJ1PhVLrzYBniPiJ6njh40pyoCxP+E9pfdxnnmwW2P5lRaDkss8M2z6HgW+KwEmiRnh7qHl7ZHNe+Hm/S8DUvUEA74xsftX6lSozYsQI5s6dS1FRET16VBX/KC4uRqvVolAoyMvL44033gBExqgycrmcUaNG8cEHH/Dee+8RFBTEihUreOmll1iyZImLaMS1oMZ34L///pv58+fTrFmzqzEfCgsLyc7OxuFw4HSKmiq5XI5Op2PNmjX4+Pgwfvx4ADp16sTQoUNZuHDhbRUsmWwOkvLcm7oB7D5TQI/YGq7MOGzgcEBZLvz1Buz7AUZ+I1bKq+P0P9B0BFabHYvVhl5X9cvNanMgk4PSKcQb7DIFDofokaoOi82BvNI5KM5bVXc6haSoXHX5Nc0OO2QeguWTIfOg2OYdAUM+huhOoK5h0CUhcWINBDUUSlC1gNPp5MejVtoEKzBcwKPsRkPrG0YdWQbxx/Tc2znmek9H4jai1GzlRGZxtfuLymyUmKsxkj2HwwEOKxaUKOVyUUrqsIt7pEJd83vPuZKz5ZMh57jY5lcP7pwlFlZUN7igkN0OTltF8GIzny0zdoq/lVIt/pt9BJY9Bhn7xXFe4TDkQ6jTFdQGbHYHTocdhbkAefK26q+XvA3MRilYukzCfHR8ck8rcowWik1WPLUqAgzqaxIoAQwZMoR33nmHBx54wCWhco633nqLN998kzlz5uDt7c3gwYNp3Lgxx48fLxeGOMfzzz/PJ598wrhx4ygoKCAyMpKZM2de80AJLiNYcjgcV3Wivr6+TJgwgXfeeYd3330Xu91Onz59mDBhAm+//TaxsbEux9evX58lS5ZUO57FYsFiqdDqNxqNV23u1wqlXIaXVuniLVSZaP8a1LOV5Igv8J1fQ92ecOIPIX0MYCoQTZxG9/KpDr8YTmUV882mRDKKTHSu50+/xsHUDTSQXlDGztN5LN+bhpdWwX0tvKhrPoZcLiNRWY9ki4F2dfwJrbTCl1FoYndSHoGyIhqQhPehBcicdmj9gPBr8AiAwiQ4sERktYKaQKt7wTuy5jecgiT4dpAQqDhHYQp8PwoeXQ9hLWs2nsQFuRU/hy7YzJC4AZqOrLUhD+Y4OJ7v4N/tb7KHBs9QYuX/sDP5xpFOlqjgVvssWm0OkvNLWbkvjROZxQxpXn0fjVIuQ6uqpiTcWoazIBnnngXIs49gDW6HvelwVA4ziu2zkJXlQ+wg8K0DyTugyXDwiQTVRbJUhWdcS84A8hJg/p2i5CyoYc1f9LWgNE+U3u38WlRgNBoq7sO5p8Ri4oElYC6EZmPE/XLOQDBXUg4sSoUf7sb+0DoylBHojEl4HZyHPKQJTq9wZOeCqvPxCr/xA8gbHG+PaxccARw7dqz8376+vhw8eNBl/4IFC8r/3a1bN3777bdqx/rrr7/K/63RaHjuued47rnnanG2l0eNg6UhQ4bwzTffMHHixKsxHxwOB1qtlpdffplRo0Zx5swZHn/8cWbOnElJSQk6nesXk1arpbS0+izLF198waxZs67KXK8XQZ4aJnSuy8y/TlTZp1HKaVenen8iu91BZrGZwjIrYaoSPDe/gXzP2Tdyi7srAiWAfYug7YOw/u2qA8mVFEf3pd+HFSon649l89mGUyya2JF//3yAfckF5fuW703nwbaBTPPdTNMzsylq8Rb3fHWChY90JNxXR1pBGffP2cG/uvjS4tj/UCesqbjW0dXQbDS0exQWDAPrWXO1E2th6yxsY3/AFNENg/4SSyucTji01DVQqrzv7zdg1BzQSCVEtcWt+Dl0IWmbUHUKr73y00VHLfhrZTQPvAmEHSqjUBLnUcJvxUoyi0ySFP8Nxq32WTyUVsj4r7dTctY/aGDTUPz0avJKqhqa3tkyDH+9eIi02OxkFZspNtnw0cgIzt6MfPE4ZA4xjv7EWtj+EYz8SgRHeQlw/A/wrQuD34MvusGY+VCvNyir6Sm0W2HnHPclZw4bzs0fC/ntiwVc15qyAtj+OWx4p2LbiTViYXL0tzB3CNhMZ4/Nh3q9XAOlczidyP5+Hf+2E9H+eI/YdtwX2ZAZcNz9A7Oty1Mk5DlQKoz46tX4Smq2EjcANb4LHzp0iA8//JBWrVrRp08fl5/aYO3atfzxxx+MGzcOtVpNgwYNmDp1Kj/88AM6nQ6TyeRyvMlkQq+vvmRq0qRJxMfHl/9s2LChVuZ5PVEq5NzbMYr+jV1Xbg0aJQsebk+ot/uHk4JSCz/FpzDo402M/XIrJelHKwIluRJM59V5J20VX45NhrtuV3lgu3sxz62p2kSYX2rltZWH6VzPv8q+b3dlkxLSF1V6PI0tB1DI5XzzTwJlFhs/7EjCZLXTUn7KNVA6R3RnWDaxIlA6h8OGctmjpKacJim3pOp57rCZ4PTm6ven7xVlABK1xq34OXTh1J+g8xMPUrVAqdXJihNWekQqUNyEinKxfuLWsut0/nWeicT53EqfxdT8Uv61ZH95oAQw888TvDeqeXlQdI52dXz514A4PDRKco1mvtqUQP8ZGxn08SYy004jX/qIKLerjLUU1r4CHSoZZuYnwuEVEDcIfn4EjBnVT9BSIsrKqkGWugtzSaEwbnUXUF0vitNdA6VzFCbD9i+gyV0V2/xihL9cNcjT96ItrVSdUpYvxBx6PO8q/CRXYO79P749rqX/Rxvp/cEGHpm3i8Qc6V4scf2pcWZp9OjRV1V9Lj093aVEAIR+u0qlIjY2ls2bXR9yT548SYMGDaodT61Wo1bfeisTQV5a3hnVnOeKzBzNKMLXQ029QD3BXlqU1Sj9bEvI5YWlogdpSLNggo59UbHTYRP+MOezahp0flKo3JXmiptJWAu2F/iz9thet9fZmpDLhC513O77+ZiFZnW6EHj4W0Y0eovPtqfwQOc6LNqRzMhmPgQf+dj9C9YHipIAd5gK8LLlcPc3GSye1ImQaoLFcuRq8QV/6k/3+70ipHrpWuZW/RyWc3KdKEWpJaGbX05ZKbFCj6ibR9ihMr7+wQSdyWd3Qjp3NJdEU24kbqXPYkGZlRNZrg/TJ7KMvP3bUV4Z2hhvnYrCMiv1gwyEeGnxN2iw2x0s25PKe3+I/iGNUk6wMwfM1fQ65Z6qKlRw8GcY+hEcWibKt30i3Z+r1IiyvdR4t7vtXhEkFVhp8M+Lwsy67cOi1M3zOpewHl55gX0rYPjnovIEoDQHfKKrP947QhxTma2zRLXIPYuxlBmRyWWY/Zvw5oZcvt+bXn5Y/Jl87v5yG8undHEp2ZeQuNbUOLM0fPjwan9qg65du5Kdnc3nn3+O3W4nOTmZzz77jKFDh9KvXz9ycnKYO3cuVquVbdu2sWrVKkaOrL0+gZsJXw81sSGe3NkynG6xgYT7elQbKGUXm3nn94q6UrVChtJ+Xpam4AwENXLd5rDDPx/C5o9FsLTuFcg4RFrxeStw52GvbHhUiVIboknWZkajlGG2iXHMNjsaBRWp/fNxOtxvL7+ghfRCEyezqm/uLUehgHYPVf9g2+1Z94GjhIQ7ijOFWEhYq1ob8rvDFloEyQnyuMlK8M7hHUkDWQq7Tl1g1V1C4gqp7j5zIsvIk4v2Yrc7GBZeRhNdAf4acWxmsZlZf58sP1YukwnRhgtx/v3Hbq7wUrvQuSoddKrekzK75eM8/2sS2f5t4fjv8P1oWP6YUJu9nlirb23AYRWqn+dIWA+xA0Dm/rvK0XFKRWBVmQM/wcJRnFTHccy3J4MWJPP93twqh2UWmTmU5qbET0LiGnLJd+JzPUr33Xcf999/v9uf2qB+/fp88cUX/PXXX3To0IH777+f3r178/TTT+Pr68ucOXP4/fff6dChA9OnT2f69Ol07HgROctbGKfTidFsLQ86qsNss5OYU1GmtuNMIZn1zgsyN30IA94USj2VCW4C3Z6Bje+LFHpwExqHeVV7rdhgA2kFZW73DauvgpSdFMQMY22iib6NgvHWqejfJIS/Ek3kxYxwP6jdKszq3KFQU6QOxmJ3cCDVvWRsFXwiYeQcUFbKQsnkotwiL0GUGpRU/eKWkKhC4tkyptCWtTLc/mw7+7Md9Im+ObNKAOj9iVVlcijHgcl64e8mCYnLxVunIqgaXyOFXEYdXzV82gY+bQ8b3wVjNqUWOwWlFTLFZVY7xdqw6o2k9QFVF/Hq9xN9igoV+F4gqwLgH0PZgBmuqq5yBYXdXmVpqje7kwqweFUa49RfkLLzwmNebRreUf2+uj1dM2V2K+xZCHd+ct79VIa14xOUBbaE3JO4wxHVhfh0CyAjOc/9MwPAniSpnFfi+nLJd+M2bYR3SIcOHa7aZM7RuXNnOnfu7HZfs2bNWLTIzSrFbUhKfim/H8zgzyNZ+BvUPNilLjGBenzcNEQq5XICDGpyjJaz55ZxXFGfgNCWKNL3ioOMmbB8CgydiVPtgSzzkCg/KE6HpY8Kdbz2j0LWEQL8PBjZOpyfd7s6KSvkMv5zZxP++8uRKnNoF+VJA/tJUGhIixjEwY1JrHi8BT4eah7vVZ87Z/1DckBX/PzqiYClMoeWw6B3xTzOo7DL//FlvMgo1Q24RMlvtQHiBgs1opQdYiXNJwqO/AJrXxbHePhCy/G1VlolcYuSsB5861UfzNeQuQfMBOpktA6+sJHzDY1MTqy3A1u2jP0phbSvW73ojITE5RLpq+O1O5sw9fvdOM9LMk3sVhe/5HXiF5sJNn2AQ6lF1mgyGqUcs60iWzRnbwnTOz+P4Z83ql6k10uw85uK39V6aD8RfpoAPf9PlIhfCK0Xe3z64T/6b7yNieB0YPSqz9d7jCzam0mgQYOyLM/1nO1fCNGEWrIhqDGeIVC/D5w8r1RdpYOuT8OSCa7bT/0JfV+DqTtEYGQxgtpAmSqAzSl2etcfjObkr67nKDVkdnkNndGfzCITvh4q8ktdvXbOUTdQqvSQuL5ccrA0adIkAB5//PGLHjtx4kS+/PLLy5+VxEVJzClh1GdbyK2k+PPL/nSm9Izh3o5RhPm4yocHeWqY3DOG/1UKYqasSGP+mM9okrsW9Z45YC2lrN5AsmRhHMhSMCi8A/KNbyNL3Sn6eAa8JeqP595BsEzBM5OP0bGeH9/8c5rsYjMto3x4qk99oovimX1HGF/s9WTd0Wz0GiUTWvswOKwMfdIhEob+xNKjDn6Z1pUoPxHcRPl5sOqJrny/PQndwO8JS1yC4fAiUQbYbJRQwtP54XzwD5x/v4486zD41iGrzbMszw7h5wMZeGqUNA33vvQ/okorgrI//k+sKpZku+7/+w2I6QNeUs+FRDU4nWIlOLJ2FpGySx2sOmVjTEOVKA+6iYny90KXbWb3mTwpWJK4KsjlcjrW8+PHSZ34aN1xjqQXE+6jY3L3OrT2yMZ3oevimnzLTGxRY7irVTiLdyaXb1+0N5fYvn0ZNaIpXtvfg/wz2IOa4OjxIjJzEcrSHBEU1esFrcbD3rM+hBFtL8mTLyLIj34zDuKh1iKXycgtOVO+77GO/gTu+8D1BLu5qtjEtaI4A1Y+CX1fgTrdYM93YqG0Xi9o94gQougwWXgxmouFnHrXp8Rio1whMm3FGTC7E14yaHHnj6R3/g8+dfvis+dzKMvDXqcHhe2fJskSyPbETFLzy7infRSz15+qMh2dSkEH6ftD4jpzVeo8du3adTWGlTiL0Wzlnd+PugRK55i9/hQd6vqRXmCieYRPufmrXC5jWMtwjmcYWbxL3CSKzTYmLElh2WMP4Ff/DnanlrD6pImVc5Ow2p3c2y6Ul/u+gUruAIcDecZ+WHCXuJDTTviXTRh9z2I6j2+JzSnDszQJv+UDIOcYXkoNr7V8iKcnP49cqSVAWQJ2K0WRz6K3y3k2SolOXfH2k8tlRPvrebp3XQryc7BF98AZEofMlA9peyD7GNTpiiy6I6XD53EyNYudqaXMXVtISn4G/no13z7YjjDvGjaBpu8VpYXuKEoDW/WlARIS5J4SmdfQFrUy3LyDFhQy6Bl5E5fgnUXuF02MLJX4E77Qs/71no7ELYqfXoOfXsNHY1tSarajsRUR8vujcHpT1YPNxchLcukRG0ZGoYkNxysWyD7fnkf3R7vhOa4DNosJs0yLVeWJr4cKIloJ41WFBuwmGPgWeFz6A3yYt5bvHm7HI/N3k19acd++u2UAw3zPIP9ni+sJLcaBrgYLf7VJ0nZI+AsWH4dR34LGS/RsZR2G/YtwRndD1vJe4X/odIDOp6r0udYbGt0Ju+cStrgf9jq9KGw1kbKhn6NQyClRBbL4iIlv/jlQXu0yvFU4Q5uHsmp/hcCDj4eKbx5oW63Cr4TEteLmvyPfhhSUWllzqPoG0O2JeexIzOP90S2oU6ksLcCg4aU+YUzq4E9iViGeWhUR/l4E6yzIdyyiUUB7vJuEMjhGQ7S3goDUv9Dk1ac0/Ri5dYYQmbQFxn4nMjAyOWh94PBy7E3DCdnzCZr98ysmYTOj3fUZ2jb3gH8LQHyZep/9qQ5tcRIhX3cWddCV2b8IJm2CkGbovf2JVnmiD7BQN6IEb52KcB8dwV5a4bZeEwJiq9+n8xU3RwmJ6ji9UTQ7Bze54qFKrE7mH7LQK0qJQX1zZ5UA8I6gvmwDG1Pq4HQ6kd3kmTKJG5tATy14gj1ht/tACUChxoSKpxfvZXLPGO7vFE1mkQlvnZrGYZ7UDRDlXio9uDgnGa5Ana4wBeXRX2mdcZDfxj1ICsEUW2XU9dcRcHgeXr+85nq8fww06H/517sSzMWw62vx78IUWPIgdP8X6AJF1sgnimLP+nh5V2/8C5wt13sSjqyAsnwUiX/hlyjMRp3hbUnt9inv/O6aRXr+5/083LUeiyd2pNhkw9uj4r5+M9onSNxaSMHSzYgTqhEBAsDmcOJwOlkSn8zT/eIqvmjyEvH6ph9epTnU0/qIdLq1VKTUOz9B6JnNhG5/B6wlEBgHre6DzR8jC2jGGbsvpQ0eJSxhCZ6JfwAyimLuIKXBJGQWB5qjS91P1WEno7CMYpMNuQzMNgc2uxODRonD6USjUhCgV+OhUWKzmpHv+BL5+YESiHKnjR9gGvIJGaVyikxWDBol7er44qW7Ahnc8NZi5cyNoZ694+OcMRtwZhnxN6jd9oJJ3OYkboSABqDyuPixF+H7wxZKrDC43i3ytazUEGsoY3mRnOS8MqL8r/xvJCFxMUoNUXh6hoqM73mUNR3HwkMmzDYHH607gVwmRCJKLXbWPN299idTkATfDoLCFBRA2J55hKk8cLS4G6JfRt5qODiNsH+xWIBsda8wh/cOr/25XAplBa4LlYUpsOpJoWCrMYBnOH82m0VbZQmR/hcpP/SKgnt/hvh5oqdJpYOmo5AFNaZKgxnimearTQkMbBpMpxh/9Jpb5HtQ4pZAejfehHjqVHSO8WfLKfdqbW2jfZm/9TQ6tQKzzY6HzCZMVv96vaIvp3Lp2fbPRGDk3wAa9BMp9KzDsPg+sJZSGj2I+NP5qJVq9mYOYFDTITid8MspCwN99QzK+EI0dJ6PxosihQ/P/riXh7rW4/VfDnM6V0iSeqgVTOoRg9Vmp9hs47EeMeTlZNPknNiEOzIPsPtEMuMXJZZ/13aPDeTtEc0Iu1wPBq8IeGCVkGw1ZpVvtja7m62eg3hgxj84ndC+ri8fjmlJhK/0wCdxFqcTEjdBTK8rHspkc/L5PgvdIxUE3Kxy4W5oEKCBIohPypOCJYlrwj9ZapoP/YHwX+8XwcpZHLGDONxgEku+P12xzSmM1FtEeKOsjeyF0ynM3eUKEWBsmSkCjspYS5HvmkNZk7E4w9vi0eN50QsEQnlPfp2EXWxmOLAEGg4VhvSVsVugNI/C1lNZfLgUv8ASbE5neSbOLXYTrH1NlCt2nCKCsKOrYP1bRLd+jPeG3Mf035PLhTY0SjnP9Itl2e5UHM5UnurbgCAvqfzusijLF896piLxPKcPqDUBInf07t2b7OxslErXkKJVq1bMmTPnql33fO677z7at2/PE09UL9d/uUjB0k2It07FK0Mbc9enmzFZXf0fBjQJ4WhGMSarg9hgA5riZFj/phBJOLy8+kGPrIAmw2H9W1V2aY3JHMzJQyZXMrpdHYpNVuQyGWPaKziQnIvsfG+ms9gGvc+0X9J5uGt9nlq0l2KzrXxfqcXOjLXHeXN4M775JwEPtZJgvYz6Pg3QVCObavety6bTpS6LUhuPZ/PUoj18fl8b/PSXUTInl4t+k0fXQ3E6DlMh+epQFh4o5aOfTpdfa0diPhPn72LeQx0IrEaqVuI2I+eEMFsMbnrFQ80/ZKHA5BTS+rcQBv9IwhOy2X0iheGtIq73dCRuA/w81Iz9KZ9V45fgazwhHhz1QVgcclYcNGI7ryxDo5QzrU8DPvnrJP83uBFeusv8DBamwLHfRMm4UitsOPYtrvZw+b4fyPBqRrS//vqb0ILwUdw8A0Z8KSpLso+57veJJjViMAnb00gtMPHuH8f48u5GhGut7kWQlBqRdd/1TZVnD8/dnzO0ixftn5rG/tRibA4nBo2CRTuT+fOIWLTUquT8e2BDtKqbWBX0elCYCiseF31n54jpI6Tdr2LG8j//+Q8jRlRj/XILIAVLNyn1Aw38Nq0bn288xeaTufh6qBnROhy1Qs4rKw8hl8G4VgEoZjcVKzoN77iwsavDJtR+wloJQYVK6A/9wNS7HuGub4+y5nAmOpUCJ05MVgcyGdz79AD0D62BDe9A7gkIiMPZ49/8mu5NdkkWRzOKXQKlyny7OZHRbSOZ+ecJ3h/VgpzAhwg/9IPbNH12yydYtDSvyvYdp/PJNVouL1gCIQ3uHQ7e4aTmldLngw1Y7FX/VofTi8ksMknBkoTgzD+iX6maxYJLpcjs5NM9ZnpFKQnW3zpZJQD86hAj2098gqRmJXFtiPb3wO5w8syaPGZGHcZz5ydgKUYLPNl/Fl0imvFZvJEco5nWUb6Max/FySwhfDSxe73LC5YKk2HuEMg/XbEt6zA4q1e0kzts/H4wg/s6RuNR2yVnJblQmg2WEtD6giEQNJ4XPseJeA5Y9hiWCWspO7gK7yM/gNNOYdxo0qOHMWFJGvd3qsOS+BQOpRWRXQrhqx+FkV9VDZgUKmj/CMR/6/bZQxHTg8IyO/9asg8ZMsrO82NbuD2JB7vUJdJPykhfMmX5VQMlEGWQK5+AUd9c1QyTOywWC5999hkrV66kuLiYFi1aMH36dKKjhbdYXFwc//3vf5kzZw4ZGRl06tSJxx9/nNdff51jx45Rr149PvzwQ6Kjo7FYLMyYMYP169eTkZGBVqtl8ODBTJ8+vUpPrNPpZMGCBSxcuJDc3FxiY2P5v//7P5o2vbzFzatyZ3a6edCVqF2UCjl1Aw28MLAh741qTt9GQXy37QwvLT+Ih0rBl/e2ImLrqxX1x0lboX7f6gdsNFSkakfPq6rsFRhHjN7Ee3dEoVXJKbPaMVkdeKgVzLy7FZ7efhDVAUbPhYfXwqg5FPq15IttWYT76jiZ5aZE7yynso1E+OgotdhxAp/ssZE76Avhg3QOlQ7bkJnMP6mr1ochx2i+tD/cRTCabW4DpXOk5EvqeBJnOb0Z/Otfcb/SrN1mTDYYHnsLrl2p9TTQFXOsQEapxf2CiYREbRLirWPBwx04nWtil89gymLvFDucTvz/mMqAw88za1gkj/eqj0oh46nFe0Am1ueKTJfxHrXbYNdc10AJIHEjzoZDqz0tO2Y4vx/KoLS2TZvzT4uy8k87wFe9YVYb+O0FKM688Hk6X2gyQggyrJhEVr3hrGj1FUuaf8XjST24Y14ifRsF4a1TsfusSWxyQRkYM8TCkTt8omHMfNdATamloPfbzD2pJz4pH5PVUSVQAtHfXFLNIqtENZRkVw2UznHqz6r2KNeAc8HN3Llz2bRpEy1atOChhx7CbK54Zlu1ahWLFy9m7dq1xMfHM2XKFN544w02b96MWq3m888/B2DevHls2rSJefPmsWfPHmbPns2iRYvYtm1blet+//33fPvtt3z88cds3bqVESNG8OCDD5KTk3NZr+Oq3J3feeedqzGshBt89RpaRimJ8PWgY4w/KrmcYG8tQSUnUB2qZN677wchA5q0raqYQZOR4B15dsBoGP8zlGSJHh6dLyRuwnPBAO6M7E6ne6aRbtMjU2oJ9fMkMCAQtfJsmlzrJX4AjdVGTKCBxJwS+jQKqnb+0f56MotNaJRyZDJYtC+PdGM4z975OwHOXGROB0rfCBz6ID77eXO14/jpa0d8Qa9WopTLqpRqnCNMkjCVAPFkdWYzRHW6omFOFdiZc9DC8AYq/LS3WFbpLA38VNhL5exLLqRTjP/1no7EbUD9IAOLJnUix2gmO+xlgro+hSUvGaNTx4lSPf9ZlEBCTgkArSJ9yCwyAeCpvYxHotJs2Pd91e0Hl8L9q+DkGih1rYiw1O1DfEkAgQYbutosMyvOhO/HuJbQOR2w9zvhB9XvP1Vlvs+h1kG3Z+HYahRp8cT8Og7PLq+RqQpnsp9YmP1+ZyqvrDxYfkqYt1YIaeyaAw0GlN//K8bUQ+xAmLwVR1EaxjITqQ5/Zu8qZs2xDGaMDan2pagUstrPuN3qmKoKVdVo/xXwn//8hzfffNNl28aNG1m0aBEzZ84kMlI8Y06dOpUff/yR9evXM2DAAADuvfdefHx8AGjQoAGNGzcmJiYGgI4dOxIfHw/AmDFjGD58OP7+/mRlZWEymdDr9WRmVl0IWLhwIZMmTaJhw4YAjBo1iiVLlrBy5UoeeuihGr++S34n9u7d+6LSr3/+Kdye+/e/TrKXtyk6lYJIPw/XdHXBeR8KUyGsfQXGzIPDK4S0qtYHZ+dpmMI6cKpAhS03nwBPDYEGPzSGQCEN/v1o6Pc/aDYGTeIGIja/SETzu0Gpg33HYIAbx3NAp1IyqXs9hsz6h6f7xaJVyav0VwHc3ymaxTuTuaddBL8fFHLoG04VsuFUIUq5DI1Szupp4fjp1PRrFMyaw1U/FM3CvQjQq0XNeEm2yKZpvcWKn0YvygsvwTgQIMCgZnircH6KT6myr16AnhApWJIA0ThenA5Bly8Z7nQ6eWmjiQCdjCExt+5DQWRIELoUE7uPJUrBksQ1I9hLS7CXFvAmIdvA0EWnKLOU4XC6Bi73dozmw7XH6dYgQNxHaooT9yXuNhOy1U9jnrAW6865GBJ+A40nOU0f5qCmJc8uTeHHSR3RmzIgJwuQgcfZEiljNmg9xb3L49I+Mza7AwpSUJ7fa3SO3XOh0xTwrVP9IH51Rf9u/FzkR1YSsuMt9C0nskfZnBGfby8XYwCICTQQrCgW4k5Ox9k/hBsUKvCJJNXhz6BvNmI0VxjyFpZZqePvUS78VJmRrSMI9JQUaGvE+cFqTfdfAa+++mqVnqXc3FxKS0t58sknkcsrFgOtViupqanlv58LlAAUCgXe3hUGM3K5vLxaraysjP/+97/s3LmTkJAQGjdujNPpxOGo+vlLTU3lnXfe4f333y/fZrPZLrsM75Lv0FdDXULiKuIdKZpMbaaKbZkHYeFoaDke7l2KTe3F4TwZD38aT/bZMjatSs6LgxpxV8swvLU+ENhYBEyxA6HlOCE1vvNryDkOj/x5wSnU8VEya2wz5vyTwEdjW/Hy8oPl11EpZDzQuQ5mq4O4ID0TW3nwS6KD3w/Ky8vgvHUqZo9vTZivFrVCwX+HNcFktbPxREUatUWkN7PuaYV/9nZYMqFiBU9tgF4vQt5pUQLQaaooM7wIHholzw2Io8hk449KXlYNQzz54r42kjqPhCDpbNr/CvqVvj9iZVu6nRc7alArbl0fEbl/PerLTrHnhAxoe72nI3EbEuGr44t72/LED7vLS7k1SjlTesZwMstIlL8H745sjvfl2EPoA6DZWNjycdV9mQexm0s50eRJEjxHUmB2sGibkdSCVN4e2ZQYRyLMHlZR7aHzFYuTJ9cJUYSoTjDiK/CJvOAUSs02tifm0qTgBNXWcdjMYKkalFTBNxp6/Z9QsJMrKLHqmL/8oEug1CjUk1ljmxGxbIjY0HqCWKC8ACUWG0aza7ndR+uO896oFryx+gjHMovLtw9qGsLT/WLRqW7dRaSrgj5QiDmccvNsFtNH7L+G+Pr6otFomDNnDi1btizfnpCQQHBwhajJpXrwTZ8+HW9vb/755x80Gg0Oh4N27dq5PTYkJIRp06Zxxx13lG9LSkpyCcxqwiW/E4cPH37B/TabVFt6Q2EIhkHvwqpp5+1wQuNh4BNNcm4poz7f6NKjY7I6eHXlIeoG6OkeGygCjlPr4Ohq8XOOJiMuvEIF6IsT6J8yl4h+L1JodvDtg+0os9gx2ewEGDQUllmx2hzcFV5AyMIe3D95N4Oa9SCzyIRaKSfQoHExmg3x1jHznlbkGC3kl1rw1qrwN6jxNyXBd8PBUemL2GKEP14S9dK/PC1uNm0eFGIOFyHYS8u7o5rz/MA4cksseGqVBBg0BBgkYQeJsyRtEfX4l7lSl1ho5/WtJvpEKWkeeIurPal11NcWsyEbyZxW4rqgViroFOPP6mndyC42Y7E78PVQYbY50CjlPNq93uWXcp8TMji4BIpSXffV6Y6HTxBNPfwJ8taTVWymVRwEe2oJtKagnn2e7UBZvrhn37MIjv8ueo2XPCh+v8Bi3+ncEiYv3M2fYy+gdqZQg/oS+ysVKiEKAYQAbw5vxnMDLOQWl+GlVeJnyyb854GQfRSCm0G9HhcdUq9WolbIXZ43MovMPPvTPib3iKFtHV/MNgf+ejX+Bg3el6tKeDuj8xWqdyufcA2YzqnhXWNxB7lczqhRo/jggw947733CAoKYsWKFbz00kssWbKExo0b12g8o9FIUFAQcrkco9HIrFmzMBqNWK1Ve9nHjBnDZ599RsOGDYmJiWHTpk1MmTKFjz76iD59+tT4tdQ4bE9KSuLTTz8lMzOzPPVltVpJTEx022QlcRU4p6Fvt4BcKZRvNGdT9ucUaVRaaHIXBDeGTR9AXgKEtBSu2n71QCZj5d7UasUMPlhzjGbh3vj61YOJ62H3Aji2Whi4dn4CIjtcOFNjLYPNn6A6sBjf+uMZ/0MWpRY7Dico5DLsDicKuYyPh0YQsmcqtH4ArcGbSKXmguo3Ph7nmcNaSmHjV66BUmV2fQvNx8CGd0V2zOsizuNn8dap8NapqHehhZjiDNHXZS0BfRAYgi6uOCRxa5C0/bKzSiabk8fXluGjkTG+ye3xQNDAT8myVA1JOUaiA6XPiMS1RyGXEeaju3xPvgvhEwUP/SF8ig7+JGSz2z8mggjPEFRAuK8H4ed8+iwlsPQ/7sdyOkTg1fAOOPgzpOwEYyaU5Ih7vlIrZL6VGjAEU6YN4osNCZisDg6XeBHuXx9yT1Ydt9W9YhH1Mgjy0oqqCl0xHF0Be+aL6w+Zccn31UBPDXe3j2T+1jMu27OLzSzYdoY7moeeLZuUuCK8w4XqXbnPkpd4NrzGgdI5nn/+eT755BPGjRtHQUEBkZGRzJw5s8aBEojM0iuvvEL79u3R6/X07NmTbt26cfz48SrHTpgwAafTyZQpU8jKyiI4OJhXXnnlsgIlAJmzhtJ19913H06nE19fX3Jzc2ncuDHLly9nwoQJPP7445c1iWuJ0WikTZs2xMfHYzBcwFDtRqUoTWRKGvSHjP2wZ0FFoOAdCfd8L1Z6Kq/eWkpE+ZzaUN7cabU7mPxdPOuOZLm5CHjplPzxVHdCvc/eWOzWs2Z7StD5XHyepbkw/y7I2I8trB0Hu37CY8vTyDjbSKtRypnWJZhxHjvwzdsPfV+tuddEaT6kxsM/H4pme3d4R0KHSbBmOjy5X5QY1AZZR+CHeyA/Ufwuk0PrB0T5gqF6QQsJwU39OSwrgHfqQJenoH7NvnidTifPbzCx/ISV17pqqet9a4o6nI8x8wyP7gjko35e3NWn2/WejkQlburP4o2Gwy4WM+WKCz+cGrNh7iDh1eaO8NYQ3VWY2gLOMfORZR4Gpw22fCJK6gD0AeTdu457f0zhcHoRgZ4afhoTQp0/J4vnAwCZDGfj4ch6/Fsod17pPdDpFOXuMi65n+ocWUUm3vz1CCv2pZW7gzQO9eKze1sLvykJiRuUGmeWDh48yPr160lLS+Ojjz5i+vTpdO/enS+++OKmCJZuasxGWPOyKDEryYL4ua77C5Nh7lB4bJNY6TqHWl9F4EClkNMiwqfaYKlegAGtslJ5kEJ1ST0/FRfQQ1BjyNiPMm0nLf56gOX9XybXUB+L0kCAQUsgBWhV/cAw/vIyMmm7YdfXEBBbfbAU0EAIP3iFiTKE2qAwBeYNESt953A6hJ+EVxh0fQYUUq31LUvKLsB5WZmlbw5Y+PGYlckt1bdNoARgCIwkTJbK7qM5UrAkcesiV1zafVLtIe6P1QVL/g1cSvpkXmFisXLleb3jJTl4bP+YuOAHOJxeRHaxmZGL0nmxx0za93SgtJWg1PvjW5qAKnGDqBC5b9mVLejJZKC/PKGWIC8t/7urKU/2jSW/1IJercTfoJZK3CVueGp8t9bpdHh7exMVFVWe+urevTsJCQm1PjmJ8yjJgkNLocU9QmTBHaYCHCnxlzTc0BZhaJTu3wL/GhCH75XIcau0QlRBJsaX5Rwj5Jd7abKoI60WNiPSkYo2pAH4x1xeoFSaB3+/ASfWQqMhIuPljrYPwYEfoeeLlKgDOJ1TwrZTuRxIKSCj0HR5nmCZh1wDpcpsnUVhdjL7k/M5ll7A4eQc0nKLyCwsY09SPtsScknKLaFU8o+4eUneLpQiPd241l+A3xOtvLHVzNAYJd0jb7NgWi6nvq6E+EzpfS8hgVovZLrd9e/JFdBsdEWPcGQHURWy4yu3Q2kPLWZix0DOtvaSW2LhuV/T6D43gy4Li8k1y1CV5UD8PCHyZLyI39JVxlOrom6AntZRvsSFeEqBksRNQY2DpaioKDZs2IBer8fhcJCcnExmZqYk8HAtsJSIDIbGs/qHdcCZeVgEE/az/09MhaK/xuxqDhvqpWHBwx0IqVQn7KFW8MbwpjQNv7CyzSVRlA5DZ4KHX8U2nS8M+VjILl+JebHNJErgHDbY9hnc9Zmr0ovGCwa9Ayf/hHaPYooZyFu/H6XXB+u5+6ttDJ21mWGf/sPBtCIc1XgqVUtO1frYckyFpOUUcOenW3hs4V6ySx1M/H4fe5IL+d8vR7j7y230/mADX25KIK+kdox0Ja4xyTsgMO6SxELOsSPdxpN/ltExTMHdjW6PPqXzaeCv5qglkNKcqrL8EhK3HX4xwgRe61OxzcNfNOLHzxX3uDpdoftz4n55vnjEOaylRKes5MuxjfDxqPhu8fFQ8eWIOkSbjor+lazDYofRfTWJhIRE9dR4eXPixIlMmzaNX375hbFjx3L33XejUCguu2lKogaoDSKDUlYgVrWL090eZgpoiv6v10VvUbMxsPF9SNkOwU2hx/MQ0IDUEjlL4pPZm5TP9DsaEeCpQa2QE+ylIdBTU2E0e7mU5sPGd8Qq2aB3RVOq0ykaVHd8Kf4b2cE1kKoJKh0ENBSqZCfXieCx///EjUetB49AwAmxg3DoA1mwLYPvtiW5DJFZZGbcl9v47aluRPhWLypRhQt563j4kW8RaxCJOSX837KDPN2vAU8t3sPs8W14aO5ObA4nH607QWywJ4Ob1Sw7IXGdcdghdRc0HXnJpxzPs/Pw76XU95UzuaUa+W2qBtcgMgR7MuzfuZ6Og+693tORkLi+aAwQdwfcX0eIBJXmgs4PkInMUuv7IHU3LHlIGMX7Rotj3OBhzqVn/if8Omo0ufoG4LARoLETaD6Dcudy4a14jhpmxCUkJC4jWOrduzdr1qzBz8+PKVOmUKdOHYxGI3fddddVmJ6EC4YgUYK3Z4EQLVj3WtVj9AEYfRujP/IT7PoG9nwHd82Gw0uFkebx30mddIzR3x4grVCILfx9XGSpGoZ48u2D7a48UAKx6i5XiFX45B1V94e3QXSIXh5FGPDo+X8o55/1eUjfC8seE/9WarFN2owysD4AmYVlfLbhlNtxis029iYX1CxYCowTvUlFaVV2Fbadxme7K7wsUgvK0CgVyGUyDqYW0iTMi0NpwlNjxtrjtK/jR4CnVIZw05B9VPQMBja8pMMzShzc/2sp/loZz7TVoLqF/ZQuRqSfDp2skN1HT9Fx0PWejYTEDYCpQJTGZewX95MjK6sc4ozugiw1HtpPgmWTqo6h8oCojigXjiIsfg5hbR4ES7FQ5jsPR3g7HB6BNX/wk5C4zbmsDuPg4GBUKpHuHTx4MGPGjEGtlpyWrzpqPfSejtMvBmQK6DxNZGzOEdSI1GE/UyrXgylfbDNmwrHfhLwnYK/Tk593p5QHSpU5mlHMtlPuV67KsdugOFP8VCfXDSKr1fbh6ve3fQicdlFaWEOyC0vYlZDF+oJA8vvPdDXD844gc/hP7CuskIe12p3klViqHe94RnG1+9ziHQ73r4KQZhXbFGpK2j/JJl0fNp10dYjPKDLho1ORnFdKYKXAKDm/FGs10u0SNygpO8Vnz7/BRQ8tsTp58LdSbA74VwcNHqrbN1ACkMtk1Neb2Z0tF9lxCYnbnawjENoSds8TFheN7nQp77XX64Ppjk+wntkmFgT7/de1x9cnGkZ8CRveqdi2ZwE0HIKz6ejynmEAe50enOrxCRk2SXVOQqKm1HiBoWHDhtWaCh45cuSKJwRQUFDAm2++yYYNG8odel977TWCgoLYt28fr7/+OidPnsTX15fJkyczevToWrnuTYFnCLK+r2EpLcBotqFvPh6LsYB8m4rdOQpSEuC+BqmQf7rinGO/CW+ko6vJrzuYFTuLqh3+x10p9K+rRu8TWLUnoyBZqOnsXyS+hFuOh5b3gHeE+8Hq9oDwdpC603V7WCvwCIDPu0JEW+jxghB6UF3E/8JsxFqQyne7TfRpFMzDy1NoFNyAp+5YTYCsGOQKTpZoeeuPAuoGpPNpdBAqlQq1Uk6Il7Zctvx8mkVcRn9WQH24dxmU5mAzl3LKqObbfaUs2phc5dBwHx15pRYaBHuyJ7mgfHuDIE80qlvckPRWI2WnMGNWXdgPxOl08uzfZZwudPBaFy1+2ttH+e5C1A/0YENifZxHf0PW6p7rPR0JievLiTUQ2R5771dRLHkI2j0Cd/+AXWUgG29WHLfyxReneLjtkwyso8BHI8f3kcEUF+ah1ajQZB2AP//jqqrnsMHSRyl6YAM5TadhcJag8vDi52NmPl6YxJf3BdaskkJCQqLmwdL8+fNdfs/Ly2PBggUMGzas1ib1xBNP4O3tzdq1a5HL5bz44ou8/PLLvPvuu+U9U2PHjmXnzp1MnTqVuLg4mjdvXmvXv9EpVPihz95OiTqaxYctrDvtwN/DxsMt1fSQ7cDb5C/krc+hUIksDiBz2FDKq39wUypkyHZ8Du3uA7+6FTsKkmHuYFHKd46/X4f9P4gsi7cb53CvUBi7QLiQx38repaajRYPmj8/LMqZjqyCY7+KMep0qf5FO+xwch3ZNk/mbLPRKy4YlVzGxpP5bDyZX+Xw2GBDeVAf7Knhmf6x/HvJ/irHBRo0NAm7TDELQyAYAnHY7KxYd4JFe6uKbjQIMpBXYkGjVFA3QM/JrAqRjX8PjLt813iJ60PKLiFHfxG+3m/h90Qbz7RVE+UlBUrniA30YFmigjN7fqaOFCxJ3M6UZANOKE7H5hFE0d2rMOz+EtU/MygL64K55WTCw2w0CbOx/owZmTaIeoEGFGUy/m/pGbrV8+J/3sfQu5Efd/jHsTnVxpQVKbSO8qF9XTmfbxA9zorbuBRYQuJyqXGw1L59+yrb2rRpw4QJExgzZswVT+jgwYPs27ePLVu2lBvk/e9//yM7O5s1a9bg4+PD+PHjAejUqRNDhw5l4cKFt02wlFZQxhM/7GZko2hG8TeTcrZwb93mqMwFaPccg65Pw+rnXE9qfBcc/wMAvxNLGNeiE6+ucV96dn9TLR5bl4C1AAa+Kcr8HA7hJF6QVPWE3FNw/HdRPqDSVpUB9wqFpiOEiW5JDnw/uqqanMMOq6bBg79V7/9QnA6rn8Yy+AeKzbmsPZbHmFZBfLTezZyA+9qFolSKt7dMJqNfoyBeGBjHx3+epMwqAsfGoV58ck+rK3Z0VysVPNSlLiarnQXbzmC1C3W99nX9eLxXfT7+8wSz7mnF/1YLNSIvrZLpA+rRPOj2VEW7aTEVQfYxaDDggocdzLbz9nYzQ2KUtAuVugMqU99XBI67T2dTpyT3sv1aJCRuahwO2P+jEDlSqNH8+ABFI5ewPPJfpOWXsD/DxvpPdjK6TSSv39WUf07ksGhnEgdSi6gb4MGn41vx2spD7IwbR/vWFjz2zRXG8YA9uhuJXd7l/xaJBdPBzUL5cZeoePBQKwi/wvudhMTtSK3cyb28vMjMrB3t/v3791O/fn1+/PFHfvjhB8rKyujWrRvPP/88J06cIDY21uX4+vXrs2RJ1UbGc1gsFiyWin4Vo9FY7bE3OsUmK6+uPEj8mQLizxSgHjGMNp0GITfl4++lx15wAsWKqUIm/ByBcRDVATZ/BIAs8wC9h4ax+EAxh9Ndy/G6x3jTQpEIBWfg8HIhWeoVBmV5wquoOvb9IIKZrMPQ8//Av37VMiWNQWSQqpPdzj0pnM+rC5ZK86A0D405h0CDls82JfLnk11YdSiXU9mufU+DGwdQ32CB/DPlbuW+eg0Pda3LkOZh5JdZ0Srl+OnV+NeSx0OAp4Z/DYxjQpe6FJZaUCvkyGUObDYbrw2uz+kCK8/1j0Mhl1Hfy074uqkoDeNEpu024Jb4HKbtAZziM1UNZruTp/4qI8pLxtiGUjB8Pga1jAi9k3hTA0YcXibKjiSuKbfEZ/FmpyxPiC+1noDd6UTR83kCl9zFoNaTyK03gt7ROqZ3q4vKO5SSMiMdQxW0Hx6HqawETw8dgWQx7+76pJs15ES8QFDHyZQV5ZFvU/FnkoNPvk+myGSjVZQP/gYNxzONyGTwwfA4gpRlgFSGJyFRE2ocLC1fvtzld6vVyp9//kmjRjV3s3dHYWEhx44do2nTpixbtgyTycS///1vnn/+eQICAtDpXFdFtFotpaWl1YwGX3zxBbNmzaqVuV1vco0W1h2p8Eh4/fdTvDuyOZMWJqCUF/DxkAa07vkBQUfmIbebcbS4ByLaYtn+DdroLhiDWpEXO5b//XaK/xvckPy8XBYdKEApl3N/Mw3NZAkE/X5WbUehplz/QyY/+3s1KDVgLhYmesd/hwdWQ3SnqscpLhKYyC/Qv3O2UTV47yye6vo2L/2eysPf7eXLcc3Ym5TP0v05aJVyJnQIo7FnGQFzOoDWCx5eVx4wqZUKIvw8iDAbhcFvylHxugIagCH4on0oF0OnUhLlpwQ/cSPKLDKx+0QKC/fkIpfBfU01NFWmELz0EbCWQXGy6Ou6Ejf1m4Rb4nOYukuIrFTXowd8vtdCYqGDN7trUcqlchd3NPBXsiujOeydLwVL14Fb4rN4syOTiXvPlo+xjF+FvawA/T0tMOz7AcP2V7BHdSE1+i42HU1jlOEgpoAmKOO/RZd3hFL/JuQ2vJf/bU7kRK6VH/vbyPOOJl0Zw8l8I5uS02kR6cPd7SII0Gv4dP0pxrcJ4v7mHkTufxf10UK4cyboA673X0FC4qahxsHSzJkzXX5XKBTExMTw6quv1sqEzqnqvfTSS2g0GgwGA0899RRjxoxhxIgRmEyuTfomkwm9vnp1l0mTJvHggw+W/240GunRo0etzPVaU2qxufi4FpRaWX0gnTeHN+PDNceZsiKFUG8dd7d6mVFNPAne8Q4FZXa+dIxD4TeK41k21m9Owe5wsjN5D2vHetEnZDkyhw3d5j9cy+xa319h8urhJx5qVkx1P7HGd8G22eLfDjusfhruX1k1CAhrIXyiHG4MjMPbnvWYqAYPf/CJQp68lUGxuyjq2ZpPtmTR9+NtDGoawmNdI6kbYEBhyiVgTnth3ms0CXO/Xv8n+rZAZKi2fwEb3xXHgAj2hs0WioEaQ/VzqCHBnhoGZX1Fz2AAJ7ptf7gKbxSmlJdO3OrcEp/D1Hihgidz34OUXOzg091m7ohRSn1KF6CBr4L1SQEUpxzGM/vYBTN1ErXPLfFZvNnx8Bf31JWPoys+Q5o8mGXpHvhE/ovcEjObTpcSa3LycOBhVCsmUjRmORvCp3BMUcCJPBvr5qbSNtqHecP8CFw+grSBX/P+thzuaRvOx71UaE/8gm7DCuxtHmZ2UwOa03+j+ulXYXQLUPCcFCxJSNSAGgdLf/3119WYRzn169fH4XBgtVrRaEQmwuEQD7WNGjXi+++/dzn+5MmTNGhQfcO1Wq2+ZWTNPbUq1Ao5lkpy0yv2pnEmt5QXBjekfqABrcKBb+p6gpa/DrmnCEjewp0DFjPmhzRKLRVS34VlVso8wgiw5CHbv9j1QgGx0PoBUFTK9NTvA5EdIXmb67F1uomMTF5CxbasI6K/4/xgSR8EQz6ClY+7btd6C9fyCxnUeoXCiK9h/lD8/nyWh+PuZOjYxyh06lF5h7A73URi2mlGGL+rCIIADi2Djo+JzBGIB94Nb7uObTPD0kfgsc0QfAHD2Zoik0FALLrVz7jfH9Tk4gqAtwi3xOcwJR7qdqt299vbTOjVMoY3kMrvLkSsrxwnMvYqmtNtzwLo//r1ntJtxS3xWbwVqN8XR0QH5PFzCKvTjTvNReQG9KXMQ0afYCeBJXvQWIQNhf9PI+j30F+08IQiq4Z/tQvFP20DPks/orTuADbkenMyK5cWhkJ8Fw0pt+RQYMew85Oq5e/H/4Dw1tf6FUtI3LRcVs9SVlYWSUlJOCunOYB27dpd8YQ6d+5MZGQk//d//8dbb72F2WxmxowZ9O3blyFDhjBz5kzmzp3L+PHjiY+PZ9WqVcyePfuKr3szEGBQM75jFN9uPu2yfW9yATqVnE/Ht8YvYRWsruRvVHCGRpum8tu9H7HipI0daVbqBugZ3zGKAF8PZP3fgFb3wo4vwVoqTG+jO4PXeep2nqEwZi6k7hHKdjI5NLxDBCbnC0oAuFPcU3uILFRYS9jxlchk1esBTYaDd9TF/wBhrWHyVtj7PerUeIJPr0TTaBy/JebR0t9BdN5KPPd86XqOUkN5OWFpXtVA6RxOJ+z8Gga9B4pabMpv0A+0PsJ88Hz6/efCAaLEjUNRGhgzxEKCGw5k21mdYGNSCzVapVR+dyFCDTI81bDLqw/d9nwOvV8++zmVkLiN8ArFMmIOxQk7CDSn4l23LV4Hv0FWmEJRaGccTYchS/obxn6H8/BKNFtmENZ5GmE5h1HsWYJTradg6Bz2W0Kx55WxbIQXEavHV3gXevgLRVt3fcLq22ORTkKitqjxU+GCBQt4++23sdtdDUllMlmt+CypVKryawwYMACz2Uzv3r156aWX8PLyYs6cObzxxhvMnDkTPz8/pk+fTseOHa/4ujcDOrWSKT1jkMvgu21JmG0O5DIY1DSU6UMa4afXuGZ4zqJIiyf6h+48Ht0d86ivUXkGoFTIMVntZNgNyP3b4ze8PUqZQ7iBV4dnKDQMhZjeIvCYMwAK3ajR1e3uUlJnsTnOmsI68dPrUYc0o7DPO2C3oFDrMGgvsMrpcIj+IpkM7HahztdlGsiV2J1KnGYHYzUn0MwbJKTIz6fdoxXlBjYzFKZWf628BApLSpCrPfDUqigotVBmtaOUy13MZGuCRR+G4oFfUayYBBkHxEZ9oAjKQm4PBcdbgtR48d9qzGjf32kizCCjW4Tkm3Ux5DIZDXzlxDvjRKP74ZXQ/PYQOpGQqIzGN5y06P78tO80Wfst2J2P4OPnpENkCC3iZ8GuWaDWI2swADz8kO9diKnJGJSj5lNmA62zjLaJ/9A90A6r/iXuyyC8DAe8ASunub9w7KBr9yIlJG4BahwszZs3j1deeYWRI0eWSzPXNsHBwcyYMcPtvmbNmrFo0aKrct2bgUBPLf8a0JAHOtfFaLLhoVYQ4KnGoFGJ1e9qVr5xOpHnJ6AzZYFGQ1Kpks83JPDL/jQUchmj2kQwoUtdwn0uYRIqLei8hVreqvO+jD38YPD7oBMDpeSX8vWmRJbtEUHKnS3DuKddJP9ddZh9KYW0iPTm+YENiQv2xENz3vupKB32LxZjWoyw8xsoSsPUdhKnGk3lvXWJbE/MY9awCHrU643y6ErX88PbQsPBFea6GoO4iRxLd/uyikM68PTPR3Ei48m+sazcm8oPO5IJ89HyRO8GdGsQUCP1vOS8Ur7ceIptiXlMbf8pXQfI8NbIUOn9ROB5Ab8riRuM1N3CSNlNnf+BbDsbku083kqNQhJ1uCRifRWsOqXCHt4SxY4vpWBJ4rZEJpNh0ChpFh2ExeZEKYe63jLCjEeQW3LFQZYSOLRU/Du4Kc5OT/PuX2dYEp/K9F5BjDz0AWi8YOA7QjRCoRSWHg6HqBY5n94vg2fItXuREhK3ADLn+bV0F6F169bs2rUL+U36oGc0GmnTpg3x8fHlPk63BIWpsGAYdP8X/PWGkP8+n4Fvw/7F2Ns/xpR99fjjSLbL7kg/HYsndrp03yFTsbjOrm9Fhql+X4gbBD6ipC41v5SRn20lo8hVlCPIU8PbI5vz0NydgIhl5k5oT4+4wIqDjJnw0wSRfbEYhcwqgE8U8X0XM+b709gd4q2rlMv44I4wunnn4Ht4PjK7FVqOh/A2otepMun74Muern1NAGo9CaPW0OfbMzidYszZ41vz6spDpBeK+T/StS5P9m2Ap/biPSkpeaUMn72FbKPZZXuYt5afJne+7b0ubrrP4bw7RWay9/QquyavKWV3pp0PemmlYOkSOZpr5z9bzPzS+SRNd78CE9eLhQyJa85N91m8hcgsMvHovJ3sTy0izFvLsmEagpcMI/2uH9lXFkRzXTbBRxegsJWSFTOS07omOD1DuP+bHZhtDhqHebJsgAXNDyOrDh7SHO76DE6ugzObRUVDu0fAr175YqaEhMSlUeOIp3379mzfvv1qzEXiSjizGXJOwNpXYOhHohTuHDpf0URdmgNpe1D88QKPtKz6sJ6cV8b6Y9lVtleL1hNCmsLgd2Hsd9BhUnmg5HA4+WV/epVACSCr2MyOxFw6xQhDSqcTpq84QFblY3NOQtJWISxxLlACcts8ySt/5ZYHSgA2h5MnV6XSf7mT1E7/Fav/CnXVQAlEGdX4n8E7smJbUGPSRyzjmTV55WqDNoeTT/8+ybgOFb1U32xOJMdo4WLY7Q5+3p1SJVACSCs08cehjCr9fhI3MA6H8FgKqFqCl1zs4I/TNgbHKKVAqQbU85GjkkM8jYX4yrbbo+9UQqIyRzOK2J8q/A6ndvQj+J/p4BvNbqM/jy1L4o7lNv5ln8qLqn8xZmMgY74/zaIdyQxuJu5tHev6szI7hILBn1eo1wJEtIO+r8KP9wlLj+ZjRY9seGspUJKQuAxqXEcXHBzMpEmT6NChAwEBriUpb731Vq1NTKIGWE0VprHFGbDkIWgzQQQvdhsgAxnw49lV8bJ8AhUlbodasTeVoS1CLyl7Uo5cUcUjqajMyi/73Ze7AWw6kUOvhkFsPSVKDZLzyigyWQnyOut1dHS1UM/LS3Q5z+jbhENpeW7HzDFa+O1wDo+m74OSbKjXE5Tn9UOpPaB+b3hkLZTmk2+y89cZGzNW5JOSX+Zy6L6UQib1iCn/3emEk1nF1A2oXqoeoKDMyq8HMqrdv2pvGiNbR+Ctk1TTbgryEsBc5LZfacFBCzoldI+4OiXJtypqhYx63nJ2Zjp4oOEQ2D0f+v5HmGBLSNwmrNqXVv7v5gEy2LAHa/PxLD8p7DXyS60s3Zfpcs7G49k81TeWZXtSaRXly1OL93K8UzNeGPENClO+WCh02kX1RJ+zli4Hl0LU7dHbLSFxNajxHd5isXDHHXdcjblIXC5yBag9K34vy4d/KvV8+cdA6wkupzirMYD10ChQKq58hVyhkOGhrr7ZXadSYLG5lsK5rMxrPMFuqSI4IceBQi5zySxVxqCWiXIptdeFTW49Q8EzlJVbTvPqr4fcHqKUyzg/AaRTX/wjo5DL0F3otasVKG/OKtbbk7Td4r/nZZZMNieLjlroFaWUFPAug1g/OdvT7Ti79Ue2fxFs/xz6/fd6T0tC4prhVWlR0oEc5ArkNhOGC6yj6dQKLGcFtix2BzqVgoMZRsoUf2LY8bH7k9SGav3hJCQkLk6NgyUpe3QDolBB+0crmkDPp+koOFJJ/CAglgP57r+NH+xcF53qylfJPbUqHuxSl+2J7rNAQ1uE8e3miqxRh7p++HpUygI1GSZkvj18hReRVWR9fE+vpn/DO/ntcG6VMWUy6BSmhI3HYOjMCwdLZ+keG4BMRpWgCKBf42A2nagoS/RQK6jjd/FeIx8PNQ91rcu0H/a43f9w17roNVJW6aYhbY/IeGg8XTb/mmClyAJ9oqWs0uUQ5ydn1SkbKWYdkbEDYdcc6Pas8F2TkLgNGNE6gjlnrUBWnjDTKHYo6oQ/GT/4aZbtc3/OsJbh/HFIZJvWHMpkaItQfo5PJb/r0OqDpdb3CylxCQmJy6LGSw12u51ff/2V2bNnM2vWLJcfietIQKwovTuf8DYQ1BhShJgCGk/sI77mr+Sq0cFdLcNoHOZVa1NqE+1D/8bBVbZ3bxCAWinndK5Q6vHXq3lzeDN8KgdLnuHQ5xXY/iUMerd8Vcywfx4vdtIT6q2tMu6bAyMI3P8FtH1YZNMugSBPLf+9s6oRbbiPjnvaR7FiryiTUMhlzBoWRdDJnyDfjVz6eXSs60fPyoIVZxnUNITmEdLD4E1Fajz41a+y+fvDVpoFyAnRSyu2l0Osn1jM2JFhg0bDRDnxrjnXeVYSEteOCF8dU3qKe9UPe3NJafNv0Biol/cP97WpqrzZItKbbg382XF2EXLdkUz6Nw4h0s+Dn046Ker0r6oXCWgAnaZKXmYSEldAjdXwpk+fzurVq2nYsKGLdLhMJmP+/Pm1PsHa5pZW/inJgfzTED9PSIa2vEco3xxaAel7hNls7CDwjiS7xMLxTCM/7UpGpZBzd/tI6vjraySNfSnkFJs5lWPkx53JOJ0wum0EId46lu1O4WS2kR6xgXStH0C4rxt/p7ICKEiGlB0Q1BBOrIO8U9BgAGnhA9mRVMzaY7mEeWkY3URPWN4ODCH1wa9OjVbRik1W0grK+HFXChmFZQxoEkLzCB92n85m7dFcYn1gWKyGsF3voD2+UjTJjpoHvhc20s0uNnMqy8jiXcnIZXB3uyjqBuoJMGhILyjjZJaRE9lGYoMMxAQZCPW+fRTybprPod0Gb0cIs+YmI8o3Jxba6bWohCdaq+kcLmWWLpfn15fROVzJ2z10sHUWpOyCpw+KbLLENeGm+SzeohSUWkjJK2HRzmRwwr86eWDIjKdQ5kmSR2MW7SukxGJnYNMQPNQKdEoFCrmDn+LTsNgc3N3ci7BAP45klOAwG+noV4L30UXISnOQ1e0hjN/96l3vlykhcVNT42CpS5cufP755zRr1uxqzemqcqvcGHKKzdgcjvLeHYVchr9Bg0pxdpXb6azwFwKh6OVG7t3pdCKT1aDfwlIieqJAGM+qL2Bie5FrORxO5OcriJkKwVwMyISq3bnVMKdTmNNueA+St0PGfgiMwxHZEXn3f4N3uOvrvUzK51iUAX/9D4elFHlZDpz+x1Vu/L5l2Ov0JNtoxuEErUqBn969ua7T6UTmsIlgFjhZ5sG4r3eSVVyhlhfipeX7RztQL/DmfU/WhJvmc5hxED7vAgPeFsqPZ3l/h4lvD1qY3U+HuhZ6/G5Xvtlv4WSBnfV3ewqfuOWPCb+YDhOv99RuG26az+KtisMO6Xth66c4AxoiK8mG4jTwrQtdngK5AueBJWAz4SzOQJ66A7KPQ0wvnMHNcLaZgC3rBMq0ncispciyDon7pVwBaXuxtxhHbsupBHjpblrLFwmJ602Nl0QdDgeNGze+GnORuAQKSi3sSMxj04lsutQP5IsNp9iTXICXVsl9nepwf8dogr21VQOHar4kLzlQcjpFVufP1+HoSlEW13g49Po/8Kt7SUOcfy2XQMlmhdzjsOZlSPgLlFpoMR66PgU+kcKZ/Ie7hTnoObKPIc8+Bgl/w0Nr3EuF15DyOVqNsPe7autUncfXsMXelMd/2EthmZVm4d68PKQRTcK80Z9nrisrSoXNH8OeBWT1+YhJm0NdAiWAjCITk7/bzcJHOxBQy9k9iSsgbTcgcynrdDidLD1upWOoUgqUrpBG/nLWnbGRXeog0CtMWB5s/kiUFJ+vZCkhcStSlAYLRoCpgCrfJoVnoPNTyH57DsB1/6FlyA4twxbWFvWfLwsPQTcojq5iHf0xqbwZ1CSE0Nvc409C4nKo8TLDkCFD+Oabb67GXCQugs3u4LeDGfz3l8N0rBfAlIXx7EkuAKDIZOPTv08y9fvdZBdX9Ta6YgrOwNd94fAysRJmtwq58m/6QcHFe3guSt4p+KoXnPpTBGbWMtj1Ncy/Uxjulua4Bkouc0sSUuEXw5gFyTthy0zYt1iULFqr+VvJFBcsBXJqffhlfzqFZVYADqQWMvbLbexJyq84qKxA+EUtuAt2fAnWMvK8m3Aq2+h2zGOZxeRego+TxDUkdbfwDqv0XtiZbietxEnXiIsLiEhcmIb+4ha0I12oe9F0NBSlwv5F13FWEhLXkNwTYCpwv+/IL6BQXrBqwoKqiviMCxpPMo12/rvqMJ/8fZIc41V4PpCQuMWpcbB06NAhPvzwQ1q1akWfPn1cfiSuLpnFZt769Qjj2kcxe/1J3Kln7zqTT1JeWdUdF8JSBoUpIugoK6i6324VfVBl+VX3lWTDwZ9FAHW5mI3w95tC8vt88hKEOIX1Iq/JXHTB3db8VJyL74Nv+ors1bKJMKstJKx3HzAZAqHZ2GrHs8fdwbK9aS7bnE54deVhsovNouRux5eQuF6YBZ+lzH7hTITJegV/R4naJzUe/F3FHZaftBKokxHrJ5W0XCl+Wjmhehnb0oSvDL7Rordy0wdnPeIkJG5xjJnV73M6xH0xpprnK4WKTJk/mU0eqXaIghYT+flQIQCLdiRRUGq9ktlKSNyW1LgMb/To0YwePbrKdptNurFdbQpLLRSZbNQJ0HMorfrgYNOJbNpE+17aoAVnRB/Q/sXC16huDxjwJgTEgfKsvLWpEI79Wv0YR1aJshndJV7zfMxFovSuOg4tFf4rSo37gEomE75JbigotZCYmU/DgzNRJW9z3Wm3wuLx8PiuqqWEaoMoAUzeCtnHXHY5B7zFmiSq+EQBnMo2YjTbCMzfA5mHqnhb+Kls1fpEKeUyfD0kSfEbBqsJsg5Du4oHEavdyW8JNrpHKpDXQo+chMgubUuvtEjQbAz88pRYhGlR/YKFhMQtQVBVNdZyPPyFyFHHyZB1RGRdzyGT4xjxNT8eKqFZYD16xw1Hd2yZy+m2xsPZ46xPSv4ZABxOOJ1TQv2gC2SiJCQkqlDjYKl169bMnj2bzMxMHA7xsGi1WklMTHQbREnUHuqzTqYOhxONUo7ZzcM6gM+lPnAXpsDcoSJgOkfiBvi6N0zcKBToAOTKC3ufaL2Fa/jlIpOLMczF7vfrg8AQAp2egE3vV93fbKwQgzgPq93Bqn1pNPQoQndggfuxHTZI3Oi+78qvLtzzI2QegGO/i2s0G0ma3YepnxxwO5xSLkMpc4i+C5UOvCJc9gccX8S4ViNYEF+1bPDu9pF466Rg6YYh86B4f/hXmNFuTbNTYHbSMUxSwKstGvkr+DvJQm6ZA3+dXGTyItqJz3qz0dX2W0pI3BJ4hUKdbnB6U9V9nadB/LeiwmLAm0LkKG0PGIKh8XDkDgt96+m4+4dEXu83jW7NHsYvcSUyp5PC+ndh9ozikc8Ougxp0EjfXRISNaXGd6Hp06eTmpqKp6cndrud2NhYTpw4wb333ns15idRCT+9miZhXqw7ksUdzd1nUmQy6Fj3EmWzz2x2DZTOYTMLQ1hLifhd5wOdn6h+nE6Pg1p/add0hz4I2k+qfn/r+0ClhQ6PQf83KjJYagN0e05knSoHczYzFKaQlV/Eu78fQ6twVrwWdxSlVb/Prw40Ggp3fQr9/gMhzbFr/VGer+J3lsHNQvBX20V5YuImaNDP9aXu/pxp9dJ5unsoXlpx0/LSKZncI4Zm4d4UmaQM7Q1D2h6xUFBJdnd1gpVQvYw6XlJWqbZofLZvaVvaedmlnOOuZtoSErci+kAY8SW0e1QIGwEYgrEPmSksQE5vEhmlnx6AbZ8JsSNkcGQFpO+j8ZFP+Obelny5q4gBP5UyJWc0X3hM5KS6IaMXHHepYvD1UBHiKS3ISUjUlBoHSwcOHODTTz9lypQpGAwGpk+fzocffsjWrVuvxvwkKuGn1/DR2JZsS8hhaPMwYs6TmZbJ4OU7GnM0/cL9O4DoBzi8ovr9CetF+d05IjtA05FVj2t1P4Q2v7QXUB1yOTQfDdFdqu7rNV002IPoI+owGR77Bx6PhynboOcL4FnJ+LYwFf54CWa1pTAjkWKzjZMFTghsWP3163St0XSDvLR8ck8rzo+Xov09+PfAhnjodFC3F9hMImvV9ZmKg5xOAn95gEny5fz0aFtmj2/Nf+9sypGMIp7/+QB5JZLAww1D6m4h36sQDxc2h5M/Em20C1XUTG5f4oL46+SEGWRsTau0UBDUCEJbwsb3RDOghMStjFcY9H8dpu7E8fguDt6xgg8yWlLg1dC1lDsvQZSF1+0GUZ1g66fYvCLAbGT+mChW3RPMq4NjGdo8hOd/3k9mUUXZukYp57NxLQlXXWDhUEJCwi01zsd6eHjg7e2NUqnk+PHjAHTv3p3nn3++1icnUZUGwZ78MLETW07m8J9hjSkqs7HtVC5eOhVton1ZtieVdnUuoXdIrhAZnerQ+ghFOIDiTMhPhBbjoM0DcHytOL/JcBHIePhd+QvzDIXRcyH3pOiB0nhBk2HgGQ66iqxRWrGFg6lK9qfYiQ2W0zraSpi3Erm5UIgq/DRBlM0B6rPT/2RbAV37vkbg8rurXjeosXA4P4/0gjKOZBSx+0wB9QL1tKvjR6i3FqVCjlaloGdcIH8+25O1hzNIKzDRrUEATcK8CDlnLNthIuyZD9s/Fz0v4xaLwMlSiq3RXWzI9eWpz3dSdp6gw7lSS4kbgPPEHbafLcHrECqVsdQ2jfwVbE49T9yk+Vj440U4/jvEDbo+E5OQuMoYzTayikz8fTSLIpOVIc3DmH8ogR93pZDSOJgX7t1EUNo65EXJyCI7iO8kpxNrUjylQ7+lVO5B05Qt+K98luxhC5m91clzUSdYcH8vdqWUsielkAaBenrU9yE0+VcIHXK9X7KExE1Hje/6UVFRbNiwgR49euBwOEhOTkatVksCD9eQUG8tWcUm/jiUIRZdZVBitjN7/UkAnukXe/FBZDIhyhD/rfv9HaeAIQiK0mHJBEg6K46gNkBEG5wdn6BAF0VRmQZPpxk/fS14AxmCxE90Z7e7T2YZuefLbWQbK1bLPDVKvn+kHU3TlyHT6MsDJQC/7J00C2/MgdRCZp8MYMqwhQT+8wrkngKFGkezMch7vQieIS7XOZ1TwrivtpFWWKGSp1MpWPBwe1pF+aKQy9CpldQNUDKxewxu8YmGh9fCb/+GnV/D7nnY2z6KpeOT/HttLqv2p1Q5JdrfA3+D5C1zQ2AqEmVgsQPLN/2WaCXIQ0ZdbymrVNs0CZDz5xkbGSUOQvRnFwyCm0JwE5Fdih1YK6bTEhI3EsUmK8v3pPLyikPl2zYez+FfA+P4cVcKKw8XsOpIAS0i2tEotDemw3aGxBnoE2pGrfdEvfUtfM5sAUMQ2UPnM+u4D/Pi02joG8sA48+MztzGaN96kJ2O0RjK7pBRFJwqo3dDT3RqadFHQuJSqfEy9sSJE5k2bRrJycmMHTuWu+++m9GjR0vS4dcQrUrB2HZRZBWb2XQyh00nctidlI8T+GhsS4K9LjFw8a0DvV+uuj2mDzS+U8iBx39bESgBWIyQsAHZ96Moykqi9wcbeGDOTvYk5V9V2esco5knftjtEigBFJttPLJgN3k+TUQmoBJ+O97jowG+BBo0fLsrh3F/e7K6zRyOjN5AyaQdMPg98HYVYCgotfD8z/tdAiWAMqudh+ftIqPoEj0qFEoIaQpjF8K0veQ9uIUvGcXYxanc1SqyvF/pHF46JZ/f24YgT+0l/kUkrirpewEnBIiFB4dTlOC1CZZK8K4GTfxFGnhzaqVFN5lM9C6lxouyYAmJW4z0ApNLoARQL1DP6ZwSHu0meiWdTtibXMAPO5LJLTHT2McCX/cRlQotx2F9YDWbu83nnr8NzIvPBeD531L5W38HqR1eJjd2NDvqTebZzP7cuziRJ37Y41KeJyEhcXFqvLTQu3dv1qxZg7+/P1OmTKFOnToYjUbuuuuuqzA9ieoI89Ex/6H2nMgysvF4NkFeGno3DCbYS3PpK0Y6H9FU2nAIHF0t1OgaDhZ9GoZAIXyw48tqT/c98xuto3qw83Q+oz7fysrHu9Ak7AKqeVdAXomFI+nu1fIyi8zkKerif750uTGLmN/Gs2L4LPYVB7InV0mJ2gtDqD8aby1yRdW1gvwSC9sT89xep7DMSnJeKeE1cUD38AUPX3akpfPOBuG39N4fx/hgTAuS8kpJzC6hXqCBng0Dqet/BSIZErVL6m5Q6sqD6b1ZdrLLnLQLlYxorwZeGpGx25xiZ2TlxHhYa6FGuPF9iOl13eYnIXE1WLanaoWB0Wwn/kw+Bq2KORPasS0hF5PVToe6/mQUlbEhycjo+1aiOLoSzmxGJVcRG9SE1+/w4a+TBeg1Sro2CMTpgB+PlTHzrwSXtj8nsP5YFhMC3CjASkhIuOWy8rDBwRUN9YMHD661yUjUjCAvLUFeWrrUryqbfcnovIXAQstxgBMUGqEsV5giVOWqcxYH1KWZ6M8GZnaHk/d+P8bMe1rhdRXkr915GlUmt6iEBhHtRDOss9Kx+YmE/XQHYb2mM2jgkxeVODdd5DqFZZdn6NckzLtc7v1oRjGPzo+nXoCeYG8tKoWcYE+tlLG4kUiNB/8Y0ZsH/JFow0sNcZIR7VWjSYCCTSk2nE5nxWdBJoPmY+DvN0SGO6rj9Z2khEQt4i7Ds/F4NjPGtuSx7+L5fvsZmoX7oFbKWLY7lWKzjbcGhqFY8xIoFKKveM9CAkd8SeDq5+gY3Bi8I8myP0z3b1MwWd3fz6TMkoREzbhh7/x2u5377ruPF154oXzbvn37GD16NK1ataJ379789NNP13GGtwh5CbB0IsxoDDOaQNJm4W/yWWfY971QwauGgojeHM2oyPZsS8ylxHJ1etd8dCp0Kver+nIZhHo4Yfc8GPRuFSNYwlpDq/GX5AXlrVNd0Keq/nkKhJdKsLeGr+5vi7pSNishp4TMQhMPd6uLXvK+uLFI2Vleggfwx2krrYMlI9qrSbNABdllTo7lnfeAF9lB9ABuePf6TExC4irRv0lIlW1lVjs7T+fxRO/6WO1Odiflsy0hj2Kzjb5xfvTxyYDUnWLx4Mxm6DQFEv6G4jQ4uQ7iv0WRup16AdXfq1pfqmm9hIQEcJmZpWvBrFmz2LVrF+Hh4QAUFhaW90uNHTuWnTt3MnXqVOLi4mje/Aqlq28HClMgeQec2QqBDaB+X+Eh8+0gKM4Qx7SfCEd+gf2Lxe8n1sLAt2HuHa7ZGoCAWBIUdckoSirf5OehRnGVHiaDvDQ82bcBb/92tMq+8e0j8DuzWqjogVCeS90tpM9jBwrZ8Mry4hcg2FPDCwMb8sLSqqazw1qGXbYAg1qhoGM9P9Y904OtCTmk5JfRoa4fDYI9CfaS+pRuKIrSoTgdAuMAOJlv53Shk5GxUgne1aShnxyNAjam2GjoX+lvLZMLc9pN7wvvq7BW12+SEhLuKEyDjP1w8k/wiRTl7F7hwpj8LEazjYxCE78dSCe3xELvhkE0DvUi2t+DM7mlLsPN23Ka3x5rwbA6dfgrsYwyq5Ne9fSEB/rhX3RECDBpvcV9fPc82D3f5XzfwsM8P2AoE+btqqK83yTMiwC9Ck5vhkPLwScC4u4Q8uVqj6v1F5KQuKm5IYOlrVu3smbNGvr371++bc2aNfj4+DB+/HgAOnXqxNChQ1m4cKEULF2MnBMwdzAYsyq2hbUWZq/nAiUQX7w/jK34PW4QHP0FxsyHTR9C2m5QaihrfDdJTSczdVGyy2Ue6VaPQM9aUMVzg1qpYEzbSAIMGj5cc4y0QhMBBjWTOwYwLDAdT30HyBsCx34VQVObB6HleHFDiGh/yddRKOQMbBqCp1bJ278fJTmvDB8PFY92q8votpH4eFwgWHI4wJghDHCVGqHsp6wIhNRKBVH+HkT5R13Jn0LianNOKCRABEtrz9jQKKB5oBQsXU3UChmN/ORsSLYxscV53yN1uolM98b34O7vr88EJSTcUXAG5g0T9hrnWPeqsMJo0B9UOoxmG6v2pvDisgoxh7lbTtMrLoCFE1ow888TLD+Qh8XuoFWkN68Nrk/UkS/QbP+Y+mGtoG530PSAhXfD0BlCgMZqAkupuJef/kdUieh8xb2vTncyc4r55O5WzF5/isPpRWhVcoa1DKd/k2D87Fkwv1ILxbrXYNS3EDvAJcC7mmQVmzCabCgVcvz0KgwaySxX4sblhguWcnNzeemll5g9ezZz584t337ixAliY10lsevXr8+SJUsuOJ7FYsFiqTD6NBqNtTrfG57SPJzLp/w/e+cdHlW19eF3+kwmvRdIaEnovVcBESwgKoiKvaFiv5brVa/l6r227+q1Y0EUURQEFEUEadJ77y2E9F5mkunz/bEJyZCZEDSd/T5PnjB7n7JPmH3OWXut9VsoqhpKIGoLHV1e+VmpFgIPVZehIjqJquEHfhQy40MeweEXzm5zJLd9dRxrlfyekckRXNUjpl7zbkKNWq7qHk2InwalQkFysJvo/Z+gXPiWkDTvPgWumylqNpVkwLfXi/aeN4C29g+AYD8tV3aPpV+bUCwOFxqVgkh/HSovghBnKSsQhuXKfwmjVK2HXrfAsL9BYEwdXH3zplnNw/Rt4BcORpELuDzFTrdwFVqVDMGrb7pHqvj2oJ0yuxs/TZW/t1IFXSfDhv9B9n4hKS75UzSrudjUsZlh+YuehhKISIz5d4ri6cHxZBeUeBhKFZisTmJTF/OSdhuP3DAJl0KNf+5OQpY+LQytSV+IcODNM+C7m8T5Nn8innW/PC4WMKO6wID7hDBTQDSs+BfKDe8xbPJiXtqqZnyPGKaP7IDT5WLZgWwcZcVE7vh39fH+cBc8tF2o5NYjZVYHO1IL+eeP+zmRZ0apgDGdo3n2yk7Eh0rPlqRp0qSMJZfLxZNPPskdd9xBx44dPfrMZjMGg+cLr16vp6zM0319LjNmzOD999+v87E2KUw5wnu0bwFodEJuN7g1+IXhLstHkbal+j7WEs+itC5H9RUlW6koOFucBitfAcQXplvXm1l6yzTWZWsodWoYmhhOXLCBMH9dZbjfiVXi5t1pAgTF1dlqVZ7JxrTZ23ljXDSxv0+DS56BWxYKGVW1ToQR7PwKdn4tdghuU6tcJW9E1jY8zumE/QvFw6sChwW2fiqK7F732dkX74uVZjUP07adLVScV+5iZ7aLe3vI+lcNQc9IFV/tt7Mh3cGlbc5ZaW4/EvZ8K5TxJvuoDyc5L81qLjZl7OVQnA4Hf/Te73LA6c2gMbBsd3XVO4C8Uituv3AMe74ibo9nKB3Z+0QI6r2rPeshHlkq2h/YJMLqC46L50txqqiJaDMDELPwOv41ZQmpFhebTqUR7qfiyZFxRK16Av2Rn7yPN3WTd2Op6LTwXp1aL8KTO14Jga1AfeH3xQOZJdwyc8vZdVmXG37bn8W+9GLm3zeImAtRm5VIGogmZSzNmDEDrVbLLbfcUq3PYDBQWuopHW2xWDAaa5ZbnjZtGnfcccfZzyaTiREjRtTNgJsCpVmw8D5hnFSw8QORfzTi7zhsFrw6t4+vFGECO76sbDPnikTqolPi894fhHdk/f88djXu+5q2+7+h7b1rIKZTZUfBCZHfVJJR2bbqFbh+tqjdpPnruTkOlxuHy42/VgFl+bD4EZj4EZxcA067SAKvml819DFh8NUnpkzhUfLGiVXi/+giN5aazTx0OkQYXncRjrrylBAs6RUlQ/Aaghh/JTFGBStTvRhLSjV0nQSbPhKLJBG1KL4tqUazmYtNGbsFji0XkRiuGuoLlhVA2lYKyqsLOQCczC/DEpyIURcoFjDPJWkc5B6p3m4IhcDW0Ks97Pkefn5M5Oh6jLGMCAqJWHw1fcLaCyMq8h/gzVCqoLywelvuYZHbXJZf2bbiZZg6DxKGipqCtaTQbOPfvx6slkcFkF5Uzu60YmksSZokTUoN78cff2TLli307duXvn378vPPP/Pzzz/Tt29fkpKSOHr0qMf2x44dIzExscZjarVa/P39PX5aFEd+8zSUKtjyCeQdwaYJBL+w6v0OKxz5Dfflbwh5XoB178CV/1e5/cnVIpm67XDPfZUqoTrnqAzlwFIMvzzhaSiBeJDMux1M2X/yAj3x16pJjPRnXZoDa5tR4gFzehO0vQSy9noaSn1uh/hBdXLeGrGWen/IVJBbXZTiYqPZzMPcg2AvOyvu8PspB4khSoJ0MgSvoegRqWLFKSEhXo0OY8TCw9o3G35gLYRmMxebMqYsEWZXkgFhHXxvFz8Ads1hVBvfHpgv9ztw3/gtaM9Z+I1IhjH/gpUve7bH9ISR/xCh5UqV8Liem5erVMG1n0FRqij/kb5dPIdKMs56zb2P95znpTlfLMZWNZQAnDb47hYhhHMBlNud7Ewt8tm/5kiOzz6JpDFpUp6lpUuXenyukA1/7bXXKCws5M0332TWrFlMnTqV7du3s3jxYj788MPGGGrTwJwLmz/y3b9lBiWj38c67CVCf3uwWneZ1Ya17VWEPDgGUtaCzSTC1u5ZKVaTcg+LnJ/RL4hQv/TtoA+EyE5w9HfodFWVgxXAiZXex+G0CaWgkIS/dr1AeICOl6/uwp1fbuXeWx+m1dFfYMN70Ps2sdKVsQvcTlFoNzCu/r1KIPKTzq3vVBVjRP2PQVI3pG0VtUvCOmBxuPkjzcE1iTLxuCHpHaVi6UkH+/NddA0/x6On0gjv0pYZMPypml/8JJL6ImOXiGTYNhOGPwkLp1Xfpv1ooTCnUNLeeYLucaHsSfeMjlEpFQxJikYR2x7u/UPkIBWeglZ9IbSdyL+97WcRGlyaAa36nclNqqLuGhAN13wkQgJT1oNfMMQPBv8osUhZ1Wu17fPK8Z67GNFu5Nki3Gcpzxdj8oa1BApTRMh/LVEpFYQbdeSavNd5ahUic5YkTZMmZSzVREhICDNnzuTVV1/l3XffJTQ0lOeee46BAy/iIoUup/Bq+MJSjFGr5Hd3b4ZN+JqIja+I1aWAaIr6PMSeoJEkakMh2ABh7Tz3DWkD7S8Fc45Yjdr2+Rk1PYXwNA19RNzIK3Daqt98zxlLjddRmiVypFR6sXKs873a2aN1MLPvHMD7207x0ORfiNryGuqds2HvPBF21/v2hhVVMIZD8hVC4OFcDCGiuKmkeXB6C4S2BbWejal2LA7x8i5pODqFKTFqhLBGNWMJROL7vvmw5nWRDyiR1CVOh/CY2MwidNwYWV1Su+J5lndEhONNngXr3xWGhSEEBtwPfW4ThszgB4mcM5lPrpnPl4ej+HpHPqVWBwPaBPPsuA4kxQSBWgXhHcTPuYQknH+h0RghfmJ7erYHJ4jFzxX/gsM/C0OsvBhuXQy//1OU2DCECCny3rdWDxe3W2o+r+3CxEEi/HXcPawt//FSAkSpgMu7eg9XlEgamyZtLL322msen7t168bcuXMbaTRND5cuGGXiWGHIeKPLtQT6+9GvY1ueWGRifLeP6RCqIb/MyZd7y3lqXCuig3zkEZnzRb2lP94QLv3et1WuPAW1Eiu8VdEHeeY7nUtcH+/tZQVC6nvFS8LVr1RBxwkw9pXqq1xn8NOq6dsmlHYR/lgdTsqv+hh/zCgUSjCGech1V8XlcqNU1kM4lS4Axv1H5GzlHKjSHgg3/wABsXV/Tkn9kLoJoroCsDzFQZSfgjh/GYLXkKiVCnpGqliW4uCxvl42UGlE3aVNHwm1ychOXjaSSMDtdl+YQqs5D3afERGxFJ35rl0Po54TXqIKWlX5Yu6dL+4bvW+DoY+Kxb+2wyojCiI6wuBHiP7uch7vcDm3XXM7TnUg/iobQZEa8FFsvU5QKoX3deKHYDmjgGcIEyF8N80HR7mIijBGgeqccRScFOGGxnDxdzkXhcKjcDculzhfjcNRcE3vOLamFPD7wcqQO7VSwf9u6OX7fUQiaWQUbq+B4S0Xk8lEnz592L59e7OM1Xa53KQVlbPyUA7bUwp4ZYSRoK9GV/cwBcfDjd+JMLSAaLJLLJzKL+NARjGtQ/3oGB1ATJDBu/HgdIgwl9/+Ub2v9SC4Ybb30LIjv8E311dv73IdXPlW9ZA4txt2fQM/PlB9n6iucPOC8xeTLc2ErH3iAac1igdWaNuzeVdV/16bT+TTMTqACT1jiQs2oFXX8UOqNEuEJWTuFn//qK7iAauUnolzaZLz0JQLb3WA4U/iajOcAbNN9ItRcUsXqYTX0GzKcPC/7TbW3uhP60AvL2BOOyy6H1r3gylfN/wAWxBNci7+BYrKbKQWlPHd1tMUl9u5ukcs3VoF17AwmCdUS9O2ieiG1a9V36bNUJj8ZaXnpaxAiAsd9CKWMPUHSLzUs81SIqI0Tm0QRkWbwcJjZQj+S9dabxSnw8yxYsGyy0T49enq2/S7B0Y/L949Tm0QkRWBraDXVAiKB32Az8OnFZaRXWJl84l8Ag0aBrQNJdSoFYq6EkkTpEl7liTVOZRVypQZGym1CpWu47n+fDJpCXE7/4vi8M9CJrvLNdB5Inx9jbhpXf8VUYExRAXq6d+2Fjk8pZkixMUbpzdCSaZ3YylhCNy+BJY/Bxk7wT8ahjwscgy85Q6VZlZPXq0gex8UpdRsLJVkwnc3i7o4Fez4CvreBSOfBWNYtb/Xr/uyeG/lMWbe3o/B7cNQ11Q76UIJiBY/8RdxaGhz5vRm8TuyM3tyXeSWu+kjQ/AahZ6RKrRKWHLCzrSeXl6gVBroeSOsexvStkMrH55ryUVFUZmNGWuO89GaE2fbft6TSXK0P7Nu719dac2UKxYF934vahotftj7gVPWiedVhbHkFyoWAOMHwoZ3RW5QbB+47BWI7lZ9f32g+KlJDKIpkbUHik+Ln+iucM3HQmU3ex8EtYahjwv58PJCoYBbXEUafdMHQiiq+w1ew+kzisq5beZW0grLSAjzo9zu5LlF+3h4VAfuGtaOIIPMEZU0PZqUGp6kZvJMVh6Zu/Psiz/AgUwTU37IpbT/o3DNDLjqbVHVe+6NwtORtgUOLKo5n+hcbKaac4zyvEiZgrgxthkiVtYe3S/qQwy4H/wjvW9vM4sx+iJjl+8+l0vkKFU1lCrY9jnkHyPfy98LhPz49Dk7yC71nmQquUhJ3ShWe40RLE+xE6CF5FB5i2wM9GoFPSJV/HLC7nujtpeI0N/l/7yw+5ukxZJWWO5hKFVwOMvE15tTsTvPEeHJ3isMJRARADXlAOcf8/zsHyWeb/euFs+7qfMgYVCN+bbNhpR1lf/e8imsfh26XCsMysEPQ/LlIpLj95c8DaUKljwhQvjOweZwMnPdSY7nmrA6XBzJNnG6oByAd1ceI6OovL6uSCL5S8g3gWZEodnG0ZzqCZUD2wRh3PyOkDJdcC/sXyDCVCrY+qlQzqstan3NoWP+5wmN8wsVhWgDoitlyb2eRyd+fBFUg8qOORe21pDcvfVzrHa7178XQKnVQUahvDFLqnBqw9n8l2UpDnpGqlDVR46bpFYMiFWxJ9dFaokPlcmKXMpT6+DosoYdnKRJ8sN278VfAb7ZfIp8U5VyF/Yy2PRx5WelSuTv+MLbc0+pFEJHQQ2kvNpQhLT1/Fx4UuQVz7sdVr0qlF/L8r2HIYJYvDi+ulpzgdnG3K2nfZ72p13pf37MEkk9Io2lZoTD5X311KAGlaMGVRpbmZDTri3GCCGy4A2/MJETVBcYI6HHVO99ugDh/veF2ykedr6wlQjvUw2U28//N3G63GQUlXMos4QTuSaKymzn3UfSDLGZRehJZBdSil0cLXTRL1qG4DUmfaJU6FSw+FgN3qVW/SC6B/z2rOcCkeSipMTi+ztQZnN61u5yOcFurvx88g9IGut9Z/9I4cW8WOgwurqIUwWDHhKGo8sJLof3bcCrl87trvm5W2Kp4XgSSSMijaVmRJBBQ4hf9RvYplQzee2u8b1j8pWgDah9qIrOX6jRxfb2bPcLhVsWivpFf5WKqucjnhTJs1XRB8HN5zmPIURcly+634BKo/X69wJR7yEhrOaaDsXldhbuTOfKd9cy7n9rGfV/a7jnq22czDPXuJ+kGZK2VTz4ozqzPMWOVgndIqSx1Jjo1Qr6RKtYdMzuvUAtCM913ztFiNS2mQ07QEmTY3wP38qjoztGElg1H0YXIPJpK9gxG/rcAdHdPXc0hp95Hl2gqqnTeX7p7aZKYCzc8C1ozsnxSr4CekwRXjhdYPV3hKq0H1n5b4cVnA789WouSfZdd/DKbg1Y8kMiuQCkwEMzIipQz4sTuvDI3F0e7cdyTFhiBwiJ0Lyjnjvpg6HfXUK5JyIZuk0Sog+q8/zXB7WCm74Tqji5h8TNM6y9MGAuRIr1XKwmIS++bab43f5SmPABWIsh+4BYsQpPPL+KnMYAQx6BAwur51dFdITW/Qn313n9ewHcN6L9eZV3Np/I54l5uz3atqYUcsMnG1n4wBBiz00WljRfUtaLh39wPL+uKaN7hAq9WobgNTZD49S8scXK/jwXXX0Zr2HtRe2lla9C1+uq14qRXDS0DTfSNS6QfeklHu0GjYrpozpg1J3z3EscI2oKFqaISIUF9wiZ8IBYIV4QHH/hz73yInG8rZ+DKROSLhfnCY6vgytsIMy5sH0WXPupCLezFAuZ8MzdkLVXvB8Yw+CKN4Vq3rkepqRxYpuSdEjdDHvmgtafgP7TeOqyZNYdzcPq8Iz86B0fTIfIFpDvJWmRSOnwZkapxc6+jBLeWHqIw1mlxAUbePTSRAYH5BJiz4LjK2DfArGSk3QZ9JwKB34UeUibPwaNH9z+s++6R4DZ6iDPZMVsdRKgUxMeoMWgrdm4KrM6yDVZMVsd+OvUhPvr8Dv3wWQvh/2LYNF9nu36YLjzN4js6GUw+eJm7bQJj1NAbGU9CJdLxFL/8X9waLHIf+p9O/S9Q8SQ+/p7jWrLoNYGQg0qn3HmuaVWpszYyAkfXqQZt/RhbBdZQO/P0uTm4cxxoFCQ0+/v9P/axH09tYxoLdeSGhuny81Dv1uY0EHNS0NrWJywFIv7SqcJoqaMpNY0ubn4F1iwIw1/nZptpwpZtDOdMpuToYnh3NQ/nh93pfHclV0IMZ5TCqDotCiVsesbEfHQeaIobh7a5sIHYCmFHV/Csmc92/2j4I4ljaaGl1VsobjchgIFwUYNkQHnqWd0cLFQmgURlq81CsPHaRfXcMcScU12C+Qfxb3iZRSnNoBfKM6B03F2vBqtwgVfXysWW6vgGPkiJ5Pv5O0Vx1hzOBd/vZrbBrXh2t411H2USBoZ+TbQzAjQaxjULoyZt/XD4nCiUSoJ17th7oNwYpVYwRr5rPAcndoA394oJEuHPykOYC+DH+6GO5Z6leXOKrbw2q8HWbwnE6fLjUal4Pq+rXlkdCKRgd5vZNklFt787TCLdqbjcLlRKxVc1zuOxy9LJqrqPqZsWPxQ9QNYioRk641zPY2X3COwcJqoig4i9G7My+KFyBAskmvD2sNVb8Ho5wCFuLFX8Zqd/XtN7YalOAdN2kbC1z0hFP1aD4CJH4ljnIPV4fRpKAFsSymQxlJLwV4O6duhzx38luJAqUBKhjcRVEoFQ1qJULxnBup9e/v0QULsYeP70POm6qG9kouCP47k8uPuDAa3D+OhUYnoNUp2phZx39fbcTjdPHHZOQtyDrtQbbOZYfQ/QaES3pOCEyJPSVtzqHY1TNnVDaWz7f8UktqBDRdqVm53svVkAU//sIfMYhES2DbcyH+v70HX2CA0ah+ZGKmbKv9tzvUUiMo/JhZjATR6ykI7kT3iXXLy88g1O5i5w0yn9CxeDlmC6hxDCUC96kUS2w/jzUk9KbHYUSoUhPvrpJiOpEkjjaVmisfqmNMpXviPrxCFYY/85rlxUGfPm13BCeGtOcdYKi6z8ezCvaw4VFlZ2+50M+eM5OoL47tUC2MoKbfz0uL9LNlbKRPqcLn5blsaFoeLVyZ2JUB/Jk48c4/vJOzTm6G8oNJYKjoNs67wHHd5Ifz0kDCIki+vbNf4iZ8aCDm1VIRYnHvOL6+Cu34/64mqQK1UEGbUkm/2LujQLqJ5r8BKqnB6s/BcRndjyTo7XcKU+Gvlg7upMCpezc/HHSw96WBiYg01WBIvg+Mr4aeH4f711fMtJC2eDpH+uN2w/lg+64/le/QlhPlVr6tXfApmXQWOc3KLtn0O0/7wXjOpJk6s9N135FcYeL9YvNQaL+y4f5KTuWZu/2ILVbWhTuaZueGTTSx9dDhtw32MoyYPmDEclJXvAcdzzUz4YIdHSvS03v6o1n/l+xjbZmK8+oPqYZESSRNFCjy0BFQqEXrmK6a69+2w53vPNi8qNnkmm4ehVJUfdqSTZ6pelyjfbOXXfd5rJf20O8NTqvXcB9K5uKqo5KRt9S13vvyfYPI+Tq+UZMLKf/noyxCF9s4hIkDPtBHVPU4AOrWSIe3Dan9+SdPmxGowhJCna83mTCcDYuUDvCkR46+kW7iS2fvPo0SpUAqlrqJUWP2fhhmcpElxZfcY1D48FA+O7EBEQJU8VadDiDp4ey65XfDHW2C9QDEfew3lKNwusSBoyr6wY/5JyqwOPlh1DG8iulaHi++2puI4t+5UBe1H+i7rMeQxUXAeMFnt/O/3I9W0o7QqKr1P3rCZZW00SbNCGkstheB4UTBOXSXsTaGEAfcJo6MwpbLdGC4kwM8hz+z75uZ0uSkqs2M9R/azqMzu857ndkNReZUXnNhevscf1l7kLlVQNQyg2kCP1HwjPheHVbxA+SJte7UmlVLBNb1iubaXp8cpUK/mq7v6ExMkV61bDCdWQ3R3lqWI77aUDG96XNpGzfZsJ/tyzyP3H9xahOFteE8klksuKmKCDHx2W1/8tJVzWKGA2wYlMKrjOcXR7WXCq+yLzF1gr6EkhzfajfTd16qvyN+pqeB7HWK2Odmb7vtc208V+pbxDogTCoC6QM/2HjdB98kiBB4wW53VxDQAlp20YWl/he/B9Zx69hgSSXNALqG2FLT+QnVn+hYRU2y3QGC0ULQ516tyxf+JgrHnEGSoIcQFMFkdPDx3J3cMbktStD+hRh3+53Gje7jZjRGi4vnmjzw3Uijhqnc8wwIjkn0fNCBahE05HedX9QNRL8IQIsL4vBGR6L05QM8L4zszfWQHjuWaCNRriA81EBWorx7OIWmelBVAxi4Y/BCLD4kQvECdDMFravSNVhHpp+CzPVbeGX2ePJIu18LpLSLs9v71QiJaclGg16gY3D6MZY8MJSWvhDJTCYkhKsKsqQTajOCKr1RZVetFuFnqRu8HC473XHysDYFx0PkaodJaFZUWhv0Nfvmb+H42ADq1klYhBlILvNcjbBtuRKf2sTCk1lAc0QflnX/gyDuO21KCOqojCmMEAf6V0t86tZK4EANZJZ7euQV78rn/9geIP/aLyEmuSmwfiLnA8EaJpJGRb3wtCY0eQhJEQblOV4oq3J0mCOU7Yzi0HYH7ruUUxg5jb6aJI9mlHqF14f46OsV4f7EY1C6MjSfy+W1/Njd8uon/Lj9KodlGmL+W7q2CvO7TOyGYMGMVV74hGIY/AZO/FLUsjBHCwLt3jSguWZUOo32HAfQ9I4XuJXzOK/7RIjzHG1ojtOrvc9cgPy3tI/0Z2yWaQe3DiAvxEvcuab6cWAW4yQnuzaYMJ4Pi5PpRU0SpUDCurZrFxx2kldZcbBqlCoY+DuYcWPJkwwxQ0mTQuiy0OvE9QxcM4LKVV9F2dj8Cv7sWPh4KOQcqN1RrYcA03wca/qQQDrkQjGFw2b9g7H9ECQtjBHS8Cm78FjZ+iDsskTx3AJlF5bh8FJmvKwINGh4a5Tv36PbBbdH6EHgoKrPx3qoTdHv7AMO+d3LZrwH0/OAkoz7czan8ytDEYD8tj4yuvthodbi4e3EetrtWQt+7hXJeSFu47BW44WsIkPWUJM0L+dbXkvELFep4U+fDtHWUXzOLOemRDHl7K+PfW8dlb//B1E83cyRbVNoO99cx4+Y+1WoddI0LZNqIdny5PuVs29ebTpFeVE6oUcf/buhJcpSnkdUpJoC3J/ck9FyZVmM4dJkoittOWwvXfQox3asnYwfEwS2LPEPzFArocYNQKUpZCz8+4Duv6QxWh5MSmwtXr5uhx43V/z63/ijqQUguTo6tgJA2/JwVgEohQ/CaMiPj1Rg18PGuWoTgBsaIEOTd38Lu7+p/cJKmgykHfn0CrCXi+VARJ24zCfEPcxXhh5C2cO1nnh4klQYue7V6cdranl4fjavTBOh/D4x4Wjzzvr8Vl83E0UGvM/L93Ux4fz2rD+dQZqueO1yXdI4J5NkrO3nkcenUSt6Z0rPGouyZxRY+W3dSXI/VQZ7JhsstSmq8vfyIx7i7twriqbHJHufQa5Q8MjoZR1ACjHtVLIje+RsMnF774r6WElGXUSJpAsg6SxcRP+3K4OG5O6u1hxq1LH5wKHEhwmDJKbWQU2Ilo6gcpULBqQIz/1txlJJyzxv7tOHteGh0B55duI9e8SHEBunJM1mJCNCRVljOvvRiXhjfxbNq+oXgcoqVwLwjYC0VIQ7HV4h6URVf2+lbvIbsmSx2UvLL+HzdSU7ll9GnTTAPDAwn2FWMouCEWDEMai1WuGTsdIPTJOahywX/lwxthjL+1PVoVQqe6F9zoWJJ47LoqJ0FR+ysvMGf1gHnmbduN6x/W+Q/3ru65tDei5gmMRfrkv2LYN5tvvsf3A7hVTwudovwQhacFMJHYe0rawtdABlF5aw+nMvCnWlEBuh5YWQ4Ye4CXCUZZCsi2Jan4Z8rss8+R5UK+PmhYXSODTzPkf8aZTZh7JzMM6FWKkkI8yPCX4dO43th6L/LD/PuimNe+9RKBWueGklclaLsZdbKc2jUSuJD/YgM0KH1FeZXEyUZcGIN7JwtVPf63Q2t+3tNHZBIGgoZc3KRkFNi4c1l1WseABSYbew8XXjWWIoM0BMZoCfcX8slb67G4vAe9mJzuigtd/Djrgx+3JWBWqnAX6/GZHHgcLlRKGD6yA5/3lhSqqDwFPw4Xaz8WYqqK+h4sfUtdie/7c/mb/N2n23bkVrIVxtO8c09A+mT5D1HSXKRkbkTzDkcCxrE3jwXj/bRnn8fSaMyrq2a3046eHurhf+OOk/ukkIBAx6A/OOiwOY9q0DXAowBSc14UXo9ZwPPjxq9yE8Kjv/Tp8woKuemTzeRkl+ZH/TL3kz+Pi6JPHMbZq1PwXFO2J3LDR+uPsYbk7rjd56i738FP62a+FA18aG1rxlltfsOdXW63djPUdHz06mJ16mJr8FbVSuK02HOZMjZX9l2cg20GQbXfSYNJkmjIZfUWxDF5XZKLd7rGNmcLk4X+JY13X26qFpbgF7DqE6R1Tc+w1XdY8ktqXw4OM4o5lU8FNxuKCm7ANU6b0R1Fmp25YXVDaOQtiIP6hxyS638Y+Heau1Wh4sn5u0mp+Q8EuaSi4PDS0EXwA/5bTBqoLcsRNvk0asVXJukZuFRB7tzzqOMB+JF+JK/Q/FpsehycQVSXJzE9PRdRiM8yTO0uw5wOF3M3ZLqYShVUFjmYFtKYTVDqYKDmaWU2WrxPa4n3G631/eGoYnhPvcZkRSBpj4KyLrdcPAnT0OpgpS1opyIRNJISGOpBZBZVM7sjSnc8cUW7v5yG7/syahmEKhVSiIDfIcYJUVVF3Yw6tQ8cVkyAV4U70Z3jCQhzA+/8yyI+f9Jp1LlICJhxN+rtytVMOFdrytNKflmrD68YSfzzBSW+SiMK7m4OPQLjth+zD/iYEicGo1KquA1B0bFq0kIVPD8unKctUmSD2otasMcWATr/1fv45M0Mv6R4v/7XJRqGP+u6K9D8s02vt+W5rUvu8RaY25QmzA/DDWEw9UnGUXlfLXxFLfP3MI9X21j6b7Ms+8NBo2K0V4WSo1aFXcNbVs/IkfmPNjxpe/+rZ+L+kwSSSMgw/CaOd7c/5tPFjC4fRivTOxKicVOqFFLpF7BQyPb8fxPB6sdw6hVMbCd9yKrbcKMLH54KLPWn2TFoRwC9RruGtqWoYnhhPvrUJXl0TchiG2nqtdzGNg2hBBVOQcyigkz6ogKukAZVhBhM/3vETUq/ngLStIhtrdQ1QvzXjTWdZ7VYzc19JcViKRgqwkMQSJ2/UIVkSRNn/zjkLOf1Z1vJrfczSXx8lbYXFApFdzRTcuL6618vtfGvT1qkWeWMBi6XQ8rXoKorpB4af0PVNI46ANh8IMQPwjWvgWlWULxdPjfRDRCFWwOJzmlVgpMNlQKF+E6F5HOLBS6gDN5S7ULK/P1zPltfxaf3taHn3ZneHVqPnhJW8/yGg1EelE5N3yy0SPaZNOJAi5JjuCNSd2JCtQztks0Q9qH88OONEosdga2DWN8j1iKzRYibSXk5/iR79RT5hCqeOFGLf76v7I66vYsTF+t2yk9w5JGo0m+IRw6dIjXX3+d/fv3o9FoGDJkCH//+98JDQ1l9+7dvPLKKxw7doyQkBDuv/9+Jk+e3NhDbhScLjcLdqR5df9vOJ7P5pMFvLfiKLkmK3cPjOWW7kZS+kfyxdacs1W9IwJ0fHZrX2KDvRdZVbrstNFb+Mdl7Zg+MhGVUuGhcBeitvHOpQE8tMzNztOVxen6xAfxf6OMaF0Wrnh3N3HBBj6Y2otuccGoLtSF7xcqpMTj+ohq69oA0PlOvm0bZkStVHgNfYgLNhDs5yM3pSgVFkyD1A3is0IBna6Gca8Jda0aKLc7KLc5MWrV1RJni8pEYV6f55U0PPsXgtrAnNw2tAuCtkHSyd6cSApVcXk7NW9usTI4Tk3X8FqszvecCoUnYf4dIn8p3LessqR5U+QOQNH6EoJu6i+eGbrAaoZPUZmNxbsz+PeSQ2eLs0YH6vlgQgw9tj6EOqG/UFQ0+g5JAwjx03B1z1g+XXuyWl+53YmfysV7E9vw9C+nMZ8JudNrlLw8JpYO9iPgDvMdNlgPOJwuvtmc6jUsf/XhXA5nlTK4fTjJUQG8uuQgl3aKwqBVsS+9mLWHsrgvPpXUwnge+DWD/Rnima9UwJS+rXnssiQiA/7EoiiAX5hQrF3xkvf+3rfJnENJo9Hk1PAsFguXXnop119/Pffddx9ms5mnn34apVLJ66+/zmWXXcbDDz/MlClT2Lp1K9OnT2fWrFl07147mc+WpPyTW2ph0scbOeXFWAIY1TGScH8d3287DcCLY2K5TruZgsiBZJYp8TPoiIiIJjo0EMW5N2unTYgrbPoYTm8SSnTDHhe1I6rmCeUcgtQN5FsgP7w/+eUuwvyUhOdsJNSoIze4J/0+Eef306pY+ujwC0o0/TOU2Rx8uyWVf/3s6UVTKRV8eUd/7/HY5lyYcz1k7Kje120KXPVfrzdqk9XByTwzM1Yf53ieic4xgdw7vB3xYUaKymysPJjDd9tOo1QouKl/PMOTIoj+Mx62Fkajz8MPB3NancDwEzdzTw8tI6Vnqdlhd7p5cb0Fuwt+vMZIqKEWBq/NDL8+CUoN3LNCFKu+yGn0uViHZBaXs+JgDt+fuedOHRDPsETv99w1h3O47YvqeTA6tZJlt8aS8M1wUSy9z+3nNWbSCsu49sMN5JR65uj2bxPK+8MdBG99m9y+fyPLFYTL7SZGbSZix7voTKdFiQyj98iO+iC7xMLED9aTWew9d/fyrtG8d01bVKfWk0UoucoIytATE2IkbMubmGOHcP1Kf6/vHfcOb8cTlyX7rN90XorTYNaVUJji2R7dDa6fDaFtve4mkdQ3Te4NISMjg44dOzJ9+nRUKhVarZYpU6bw1FNPsWzZMoKDg5k6dSoAgwYNYvz48cyZM6fWxlJLwu2uOeTM5XZ73OPf35jH2Mtbk/DtCBJUWqEadM8qUPSsvnPmHph1hRBXAFEA9uhvov5En9srDQd7GaRvJyxpHGHbXxKJ1MEJ0PsWOPgzVl3l6m2ZzcmqQzncNrjNX772mvDTqpnUpzVdY4P4YNUxTheW0y0uiOkj25MQ5sMjZcrxbigB7JsHI/9ezViyOZysOJjNI3N3nW07mFnKwp3p/PrIMB78ZidHcyrrROw6XUS3uEA+vbWfNJgak6x9kLOf2TH34aeBwbFS2KE5olEpeKSvjn+utXD3b2XMvtKIUXOeFXqtEUY+B0v+BvPuEDXoVE3uMSj5E2QWl3PL51s4ds49t3tcIJ9MSSZaUQB+EWAMo8Bs481lh70ex+pw8esJB/fFD4Q1r0HSuPNGFrQK8WPBA4P5YXsai/dkolMruX1wG4Z3CCHyp6lwcjVxJ1cQp1QBikrFvqiuUFNYeD1xvvcG9+YZKP54jRggRqGEPneAKRtOrOZwwlRO5ad63ferjSncOiiBViG1XBB1u6E0UyxWOmwiB/mWRbDrGyH2oFRD56uFMMecyXDzDxCScOEXLJH8RZpc7Em7du347LPPUKkqX2B+++03unTpwtGjR0lKSvLYvkOHDhw65F0SG8Bms2EymTx+WgphRi3X9vJdUHVMpyjWH8s7+znPZMOmCxUfnDZwu4Rxcy6mHKEc5fCiZPf7Pz0LweqD4MBP8OODIpG622ThhVr0ABxZSpbTUzhipxfVvfogyKBhQLswPpjam++nDeS167qRHB2I3lcybWmW74O5XaLO0znklFr5x4Lqqns9WgWzbH+2h6FUwd70EjaeyKvW3tJpUvNwz3eUaiP5Ji2M0QlqdGop7NBcifRT8kR/HQfzXdz2SxnF1lq8eAbGCtGYlD9gqRfxmBZOk5qLdYTb7ea3fVkehlIFe9JL2HQkA76/DebeBEWnsTqcnMj1LRawMxdcAa3Ec8FZO0XXViF+PDiyA3PvHcjsu/ozuW9rooL9ofsNlRu5nJ7S5r1uBkOoKJRbVlDr6/0rhBo1XNMzzmf/jb0i0Oz6qrLB7RJGTN4RMIZzqtDmc1+L3VV7dT+XEzJ2wmeXwozh8Pml8PllkHNQhMJ3vQ46XQWHfxV1s/KPwsYPvL+XSCT1TJMzlqridrt5++23WbVqFc8++yxmsxmDwTO3Rq/XU1bmPQwNYMaMGfTp0+fsz4gRI+p72A2GSqXk+n6taRVSPd+od3wwWrWStMLKuOQwoxatrdBzwyAvxlZ5IeT6MEBdTiHhaT7zwu+wwqUviBpI2z6HFS+L39YS8ke9xZsbPIUferRqWLGEAL2GiAD9+etY1FS/QaEEXXW1wJwS69kY9KoMTQxn6X7fxtecTamUlF9cinxNZh46bLDrG+b630a5A8a2kV6F5k6HEBV/H6DjcKGTqxeY2JdXi5e1mB4w4H7Y+ilsnlH/g2xCNJm5WIcUmG18t83Lwt8ZvtlfTmn7K0VI+fw70blttA33nffaI1yBsjQd/KNAVftcU5VKSbi/jlBjFdGRdiMgukf1jcMThddqywyYfTXMnghbZ4qirPWIRqXi5kEJxHqJbhjcLpTOipTqYyhJh7AOYM4jPsT330OvUdZe3a84Db4cL45dQet+sH8BpKyDVa/C6tc8Iz72fg9l+bU7vkRShzTZNwWTycQzzzzD/v37+frrr0lOTsZgMFBa6rnCb7FYMBp93/SmTZvGHXfc4XHclvBwqCAu2MD39w7g5z0ZLNyViValZHz3WMIDdDxzjtfjgUHhRO3+Z2VDRDIExF74SS3FsPIVGPUc2Exwegvc8A3smgP5x3FGdCK7+/28u8vN5pTKG5tBo2J0x7qVba0zjJGiPkfmrup9Xa4Vykh1hELRoPm8TYImMw8P/4LFXMwMcw+GtVLVLs9F0uRJClXx8lA97263cvUCM7d20XJ/Ty2Rxhr+f5PGiRe2pX+HkDaQNLbBxtuYNJm5WMco8H1T9ehJ20KoM5e/XZbMnbO85yxd2V4NWzbhuvwtlAE1h+Cdl8BYuGkuHF0G274QnppeN0PiZfDD3ZC+rXLbXx6DbTNh6vdiv3qiVYgf8+4bxE+7M/lpdzo6tYrbBycwqG0wkT/dUn2HfQvgmo/g8BJa20/ROtTPq0DE1AHxRAbWQp0S4MRq8f4gkTQDmqSxlJqayj333ENsbCzz588nNFSEjiUlJbF+/XqPbY8dO0ZiYqLPY2m1WrTalqtC5jAXEn10AXenLGZS90tRdrycIquS2+cdOavwo1YquHNADFcHHkV56g+xY0xPuP5LCIiqflBDiBBy8OZdUqpEzPCSJ8QNXxcIR34TrvIuEyG6G9aInixN07FwX+bZ3aID9Xx0c2+fqnuNjn8ETJkN8++CtC2V7R2vhMte8epZigzUYdSqqnmX1h7NY1yX6LNKQedy04B4Av6SxGrzo8nMw80z+NbvJgqKlFydeHH9H7R0oo1KXh6q5+fjDr4/bOOr/TaGt1YxorWGLmFK4gKUBGgVKBXgcIHZ7qa07W2U5ioxffsm1lEBuEPaolUrCTJoiA4yEBOoR1kfBTgbkSYzF+uQUKOW6/u15sWfvBQ0BW7qoidg98+VDaXZ9I6P5x9XdOS/y49gsYu6fJEBOj68Oo7YDX/HNvBhNJ2vrpuVrcBYkevbaYL4rA+GzR97GkoVZO+FE2ug541//bw1EBfix7Th7ZjSrxVKhaJSrbXnjXBipefG1hI4+DNM/JCodS8x+5ovuH9JAQczxeK1UgHX9GrFXUPboVPX0rOUsbN6W8o6GPcf2DvP+z7drheqeRJJA9Pk1PCKi4uZOHEiAwcO5NVXX0WprFwZLCws5LLLLmP69OlMnTqV7du388ADD/Dhhx8ycODAWh2/pSj/OF1uMorKCcreTOB3E0VjbC9oPwr2/UDO5J/ILy7F4nATprUTbjmFn8FPyKiqdCJhMqyd7xOkbfMUeKhg+JNCqWbvPBj4APSfBidWiRWxKl8lS+dJ5A55mXy7Do1GQ5i/jqhAXXXVvaaGOR/KckWOkj5YeJwM3kMHbQ4nS/dn8/C3njd9lVLBrw8P46G5Ozic5bly1j0ukE+kwEPjzMOMnZhmjGO46xO6R+uY1rOWK6CSZofZ7mZdmoPNmU6OFrhw/MmnnEGjonurIIYlhjO2SzSJXop3N3dayjMxs6icW2duqZYr2iMugBnDrUQvnFTZeP9GiOpMTomFw9mllNmchBlUhOtdGMxplKEnJCKO4ODgehmry5SHcvbVQjjJG/ED4aZ5omZUQ1OSKXK7zhU8ikiGK/4PyvJAYyTP2J58p5Eym50gf3+WHMhl9eFc7hnenr4JIYT5n+f+uuNr+Gl69fZx/4FjK+DY757tATFw529S4EHSKDQ5z9KCBQvIyMjg119/ZenSpR59O3fuZObMmbz66qu8++67hIaG8txzz9XaUGpJHMsxsWbPUe5Oe6uy0e0GFFCYQmTKT0TuXwDpXhTeulwLl75Y8wmie8C9f8DG9yFzt1AD6nGjMKIqVn0USiHwYM6DG+fC7rmQfwzCEtH3mEzr49/Sut/dPo2NJokxrNYyrlq1CCv8+aGhzPjjBMdzTHSODeSeYe1oHebHrDv6s/pwLnO3pJ6VsR3qQ8ZW0gCs/S8fq26k1K5mUrL0KrVkjBoFY9tqGNtWg83pJsvspqDcTbnDjQtQK0CnVuCnBj+NAoOrHM2uWSiUauyjXsSsMJJnsnK6sJyj2aV8sOo4by07QtfYQG4d3Iare8bWfgVd0iDEBBv46q7+rDqUy3dbxT335m5+DAkuIPqXyrBD4geezUOKDNTjBjYez+ffa47jcLmZ3KcVl3aKIrgeoyBKLHaCFTWEiNbUV98ExsANc4R3a9vnohhs8pVigfX7W0ROMxB+5ocB07AbokjNGca2U0Vsm72dKf1a88zlHWuuLdh2mIhMsZ4TgbH8n3DX78ITt+lDsJWJd5au10Jw63q6aImkZpqcZ6m+aQmraCXldqZ/s4MpHbVctfmmymRMlQamfA3fTBFekes+g3X/hVNViqx2HC8U60LaQMx55NbtZbD9S2EMlReIQp7lVQQi7lkNcb2gOB1+fUqEqgXGQUka2Mrh8tfqNe66KSGK0rrw06qqKe7JorTVafB5mLWPlA+vZYz9/xjfQcvkjvL/QnIOZQUi2d4QKla3dZWr+nani12ni1h1KIedp4uICtTx4KhEbujXGo2qeee9tYRn4rkU5aShsJYQtPcLIeJR8ZrTdjgMfgi0gZDguchaXG7H7XYTZNDUawREqcXOeyuOcZ9xNaGrfagxXvc5dJvkva8hKS8SojhbPoa1/+d9mylfw8YP+DDmFd5Yk322eekjw+gYU4NnzOUSIYff31pZV0mth0uegd63imL0lhKhHqgPBmXznmeS5k2T8yxJzk9JuZ21R/PoExWNM6wjqgpjyWmHk39A37vEitD8O2Hg/TDkEXHDC20D+xfBwntFGML50PhB0uUwc4yQE69Kz5shOF78OygOrv5ASIpbS0AXJKqeVy1e28IxaNQYfDgrpJHU+LiW/ZOn3dMJ1iuZ0EF6lSRe8AsV984tn8Cy52Hsq6AVxoNGpaRfm1D6tQklvaicRTvT+eeifXy+9gTPXtmZSztFNv0Q44uIYJUVvhwF/e8RUQ8OK6h1kL5dPBfvXlFtnyBfN/A6psTi4LN1Jxg3dQTBkV1R5niG4rni+qNMGNIgYzkvFc/wnlNhx5eVKrgVdJsMWXsoD07kSKHLo+uPo7k1G0tKpVClvPM3cVynTbw3GCNBcyb6ojHCECUSL0hjqTmiEAmVX+0s4IZrHyf6ZJVkzI0fwMhn4ca5uLd9juLY70Jxpv1oWHCvqGHQcyr411KVLrSNeLDsWyCKxOmDYNB0EaZXNVzNEHxRGUeSZsThpXx5RM1mRwee7aOTdZUkvvGPrFxs+u0fZ8RdPF/Y4oINTB/ZgfE9Ypmz+RT3fLWNEUkRvDShC21qkKOWNCD+kdDxCtjwrvipSpth4qW8kVAASoWC2384zefXzKBdyVbCjswFhZLcjjdTFjOQhPMUwW1wwtrDHb/CzjmQslZ4erpdJ3J8V7xE/pTl/Do722MXVW2FUQKiay7dIZE0AaRfsxkS7Kfh0k5RFJhtzDiopejKGULBroLts8gjiKLRb+HqfhPkHII510HuYVEgb/Q/RSX7Wp8wHgY/DDcvgOtnQ4dLhXqcRNLUsRSze9F/+bfjZsa1UdE1QuaZSM5DYIwwmEqzYclTnkW4qxAf6sffx3Xk8TFJHMgs4bK3/+Cd349gsdeyKKek/tAFwGWvisKmVfN/Ei+Da2Y0qqJasEHDld1jKCl3MPmbU9y8vT3vRL7KfyP+xY0bW2HSNp4hVyOBrUSkSYdLIbStqKm48X3yrv6aVzdZsDo8PUsjkuQ7gqTlIHOWmiknck1c99EGCsvsDGobzP+ujAZzHhYnHC8z8NraItKLynludAyTOupQ283C82OM8CqDLZE0JA0yD91uMr59kKv3DiY4MJDnhxjRqKRXSVJLTHmw/QvADaOfh/Bkn5taHU4W7kznlz2ZxIUYeGlCFy5JbqI15c6hpTwTvWIpBXOOqA2oDwS/phEefirfzKSPNpJr8lSbvW1QAo+NSWq6odsuJ5RmCUU8FJRpQrh7wWk2nPAsdj99ZAemDW9HYAOFNkok9Y00lpoxpwvK+GVPJr8fzCYqUMcjo5NILSjjy40p2BwuruvdimGJ4cQ01dpGkouWhpiH2b+/y5QVRso0Ybw0IpBgvTSUJBeItRR2fg2lmdD/Xki+HGoofppeWM4XG06yP6OESztF8o8rOtEuomk/Z1rSM7E5kVZYxtJ9WSzdl0Wwn4a7hrYlOTqAUGPzKWngdrtJKyxn8e4MVh7KIdxfx11D25IY5d90DT6J5E8gjaVmjsvlxmxzoFEp0GtEClqZ1YHT7b7oCp9Kmg/1PQ8P/z6LO34HqzqQ54cHEWWUEceSP4nTAYd+htObofUAGPSA8FD4wO12s+lEAd9uOUVBmZ0b+7fmoVGJRAU2zZIBLe2Z2JyoeH6rVQoMmuabQu50uSlrAdchkfhCfqubOUqloppR5KeT/62SixOX3c63X8/gX4djidTa+MewQML8pKEk+Quo1NBlIoQnwoEfYeF90P166DQe1NW99gqFgkHtw+iTEMLS/Vks2pnB91vTmNS3FXcOaUuHSGmQSATent/NEVULuQ6JxBfyrVoikTR73G43q9et5e3lR9hja8uokFxuHdganVoaSpI6IqoLhLSD4ytEaN6+hdDpSuhwmVd1Ua1ayYQesVzaKZJlB7L5ZU8m32xOZUDbUK7r04qxnaMJ8pMvmBKJRNLUkcaSRCJpllgdTvYdPcnqLTv56ZiNU/ZgEtUq/tm9mE4JCY09PElLRGuATldBmyGipt2+BbDrW4joBK37QXQ3IbOsqsw78dOqmdgzjiu7xbD5ZAGrD+fw9Pw9PKPYS5+EkLNeqC6xgYT5N598FYlEIrlYuOiMpYoULZPJ1MgjkUhaJkaj8bwFOi9kHq45ms+O08UUldnJz88nKzebk5YArFSsyvuRqCzirqh8OsSGoQBOpWX+xauQSM5DYH/w74Wy8DjKghMotv8C/HK22+0XjssQIuo0aY2gMhCv0XFruIbCEB07LDHsyzPzvxUFHocNMqiJCdQT4a8l1KghUK/GqFPjp1Gi16gYnRxOVOD5jarazEOQz0SJpL6p7VyUNF0uOoGHrKwsRowY0djDkEhaLLVJFK/tPHQrVdiufrOuhiaRNHsUWfvRbvz8vNvVVrBBPhMlkvpFiqc0fy46Y8nlcpGTk1MrS99kMjFixAjWrFnTLL7ozWm8zWms0LzG29hjrc3cupB5WFc09t+lrpHX07Rp7Oup7dxqjLlY1zT237qhuZiutyVca3OeWxLBRReGp1QqiY6OvqB9/P39m9UkbU7jbU5jheY13qY81j8zD+uKpvx3+TPI62naNPXracy5WNc09b91XXMxXe/FdK2SpoeUipJIJBKJRCKRSCQSL0hjSSKRSCQSiUQikUi8II2lGtBqtTz44INotdrGHkqtaE7jbU5jheY13uY01oakpf1d5PU0bVra9TRlLra/9cV0vRfTtUqaLhedwINEIpFIJBKJRCKR1AbpWZJIJBKJRCKRSCQSL0hjSSKRSCQSiUQikUi8II0liUQikUgkEolEIvHCRWcsud1uTCYTMlVLImk85DyUSJoGci5KJBJJzVx0xpLZbKZPnz6YzebGHopEctEi56FE0jSQc1EikUhq5qIzliQSiUQikUgkEomkNkhjSSKRSCQSiUQikUi80KjGUkFBAWPGjGHz5s1n23bv3s3kyZPp1asXo0aNYt68eR77LFy4kDFjxtCzZ0+uvfZadu7c2dDDlkgkEolEIpFIJBcBjWYsbd++nSlTppCamnq2rbi4mHvvvZeJEyeydetWXn31Vf7zn/+wZ88eADZv3sy//vUvXnvtNbZu3cqECRO4//77KS8vb6zLkFSlrABKMqCssLFHIpHUL+Y88V23lDT2SCQSiUQikdQjjWIsLVy4kCeeeILHHnvMo33ZsmUEBwczdepU1Go1gwYNYvz48cyZMweAefPmceWVV9KnTx80Gg233347ISEhLFmypDEuQ1JBeREcXwXfTIaPBsM318PJNaJdImlJmPNg/0L4aoL4rs+/AzJ2gk0mx0skEolE0hJRN8ZJhw4dyvjx41Gr1R4G09GjR0lKSvLYtkOHDsyfPx+AY8eOcd1111XrP3TokM9z2Ww2bDbb2c8mk6kuLkFSgcMKe+fD/gXQ53bQBYK1BFa/Bt2nQI+bQK1t7FFKGpkWMQ8txbD2/2DTh5Vtx34X3/cr3watEdQ68I8CparxximR1ECLmIsSiUTSgDSKsRQREeG13Ww2YzAYPNr0ej1lZWW16vfGjBkzeP/99//iiCU+MWWDQgFth8PvL4E5F/wjod894HSI/uDWjT1KSSPTIuahKcfTUAIY8y9wO2HOdVCaBX5hMORR6HGDmAcSSROjRcxFiUQiaUAaxVjyhcFgoLS01KPNYrFgNBrP9lsslmr9ISEhPo85bdo07rjjjrOfTSYTI0aMqMNRtxyKy20UmGxYHC4C9WpCjVryzTZKLQ4MGhVh/loC9BrPnWxmyN4P2z6vbDPlwKpXof+90HZow16EpEnSIuZh1l7Pz12uEYsDG96tbCvLh+XPQ9EpGP0i6AMadIj1gdvtJrvESlG5DZVCQYhRS7i/rk6O7XK5yS61UFxuR60Uxw4z1s2xJd5pEXNRIpFIGpAmZSwlJSWxfv16j7Zjx46RmJgIQGJiIkePHq3WP3z4cJ/H1Gq1aLUyDOx8pBaU8fcf9rDheD4A/7mmG6cLy/hifQrldicKBYxKjuTliV2JC67q3VPAji+9H3T7F9D3rvofvKTJ0yLmocbTq023STDfx/d720wYOL3ZG0tlVgcbT+Tzj4V7yS6xApAU5c/b1/ekY0wgKqXiTx/bZLGz9mge//xxP7kmcexOMQG8PaUnyVEBKBR//tgS37SIuXixsX+R8Gq7nNDvbuG5lvNDImkwmlSdpTFjxpCXl8esWbOw2+1s2rSJxYsXn81TmjRpEosXL2bTpk3Y7XZmzZpFfn4+Y8aMaeSRN2+yiy3c8vnms4bSmM5RpOSb+XD1ccrtTgDcblhxKIdps7eRV2qt3NlSBC6H9wM77WAtrufRSyQNRGRnUFV5yXQ5wWHxvq3bBaashhlXPXI0x8TdX207aygBHMk2cf2MjaQX/TUV0oOZpdw/Z8dZQ6mi7fqPN5JWKBVOJRIANn0E824Tz1OFEhbdB2teb+xRSSQXFU3KWAoJCWHmzJksXbqUAQMG8Nxzz/Hcc88xcOBAAAYNGsQLL7zAiy++SP/+/fnll1/49NNPCQ4ObtyBN3NO5Jk4lV+Z93V1j1i+3nTK67b70kvIKK7yIuMXJpLafaH1r6thSiSNi38UTPy4ckVXpal5e62x/sdUj5Ra7Pzf8iO43dX7zDYnv+zOwO2tsxYUldl4/TfvwjwlFgerDuf8qeNKJC2K01vht2eh80S49CUY/U/oORVW/weOr2zs0UkkFw2NHoZ3+PBhj8/dunVj7ty5Pre/+uqrufrqq+t7WBcV+zM8a8UolQrMNqfP7U/mmujuXwqn1guFsClfC/nkNW94epnCOoAx3GNfp8tNZnE5BzNLSC8sp2tcEPFhfkQG6Ov0miSSOkejh+SxcP9G2DEb7OUQ1UXk7J1LUCswNi+Bh5wSC6cKytifXkxciIHESH/2p/v2DG8+WcCdQ9ui06jAYYfSDMjcDaWZENcHguN9ilyU250czPBdo2rD8XxuHpCA8i+E+UkkzRqXC5Y8AaHthNJsxSJN9xvEPPv1abh/w/kXbSQSyV+m0Y0lSeOTEOrn8VmpUKBWKnC4vK8axxjd8PFQEYJXQfIVMOFdWPSA+OwXJowo/6izmzhdbvakFXHL51swWSuNqk4xAXx2W79zcqEkkiaI1h8iO8HYV0VYTFQ3+PJKIWpSgT4YbvwWAmMabZgXSnphGXd+uZXDWZUy0k9elkxssIF8s83rPu0jjWhUSmEopW2GOZOEAVlBXD+4/ksIiqu2r0apJDbYwNEc77LVyVH+0lCSXNwcWgyZu2Dsa6Cs8qqmUAi12Z8fgX0LoMeURhuiRHKx0KTC8CR1jMMG+Sdg3Tvww92wdSYUnhIrVlXoHBtEoL7yZrzqcA5XdPP+ohcZoKN12UFPQwng8BKwlMD4d2HKN3DvH+KlsgpZxRZum+lpKIHIU/j3LwcxW33kPkkkTQGbGXKPwMpXYcE9cGAR6ALgnlVw41y45BmY/BXct1YYUc0Ek8XByz8f8DCUAL7bdpqbB8Z73UepgBv6xQuDpjSjuqEEkL4V/ngT7NXzusIDdDw8OtHrsVVKBRN6VjewJJKLig3vQXR3iO5avS+sPcT1FUqcfzIUViKR1B5pLLVUnA44vRk+HAC/vwB758Evj8GMYZBzwGPTmCA9c+4eSLi/SF5fuCOdq7rHMKhdWLXtZk/tSMwfT3s/56aPIGkcdLoSgltV6z6ea6LE4t0gWro/i3yz1WufRNLo2Mvh8FL4sD/88YaYTwvugU9HikWJ5Mvhkr9Dl6tF+FkzUqrKN1tZfiC7WntqQRkKFDw0qgNVnTwGjYov7+hHG3+HCMPN2FHdUKpg9zdg9p5/NKRDGNOGt/M4tp9Wxae39qWV9DJLLmbSt0PaVuhUQ8pB56shex+c3tJw45JILlJkGF5LxZQF398CznNCaCzF8MNdcNvis/kESqWCrnGB/PTgUDKKyikqs9MmzI+3p/SguNxBan4p4VoHMeoSog/8DwpOeD+nOQfcvr1DOaW+jSGny43V7vLZL5E0KqZsWHhv9VXc0kxY+hRcNxP0gY0ztr+I1e7i3Ijb+FA/XprQhS0nC9CqFXxzz0CKymwE6NX0CbWhy1iH4vtPIag1hCf7PrjDKsIVvRBq1PHQqA7c2D+eE7km9FoV8aF+RAbo0KpVdXiFEkkzY+cc8AuHVn19bxPTQzzDd82B+AENNzaJ5CJEGkvNlKIyG+V2J1qVkjBvBSJL0qG8sPKzfxRFPe6hPLQzmrJMwq2lHsnXCoWC2GADsees6EY7T5K8aoooshmSAL1u8T2oVv1BE0BJuR2zzYFaqSQioHJsnWJ815wJM2rx18mvo6SJkrbdt0T+sd9FMdpaGEs2h4uCMx7UMH8tGpUKl8tNnsmK0+0mUK/B2MDzwF+vJthPQ1GZMGp0aiWvTOzK49/vIs8kFlv+t+IYwX4a5t7QBt1Pf0OR8ofYWRcovMkVRHUlt9s9OAwRGPP3EHhiCWj9zj1llXNr8NdraBPevJUDJZI6w2GFffOhwxhQ1rBooFBCu1GwfwFc/oYQoJFIJPWCfDttZpRa7BzMLOGN3w5zKLOUViEGHh6dyKB2oYQYqxhNVfIETN3v4FDSvbyxrpAD60zEBCXysL+GwTqrd0Pr7DHKYPVrkHdGsTD3MIS0gYAYsaJeFYWS8nH/5Wi+izd/28Gu1CIiAnQ8MLI9lyRHEu6vIzpQz8B2oWw6UVDtVE+OTSYqUN7sJU0Ua6nvPrfbtyFVhdMFZXy29gSL92SiAKb0a80N/eNZui+TLzecotRiZ1hiBI+NSaRNmBG1qmGipKMC9TxxWTLPLdoHwPgesczfnnbWUKrAX6cmpORApaEEYC0R+YuxvcjrOZ011kQ+3FxETomVnq1G8OTYO+igC8e3uSSRSDw4vlJEgLQbef5t2w6HPXPhxCoRCiyRSOoFmbPUjHC63Kw5nMv1MzaxLaUQk9XBoaxSHpizgy/Wp3gKJATHg1KFO7Y3G1vfw6SvT7IlpQiT1cHRHBMPfbeXT/44QanFe4gMAGWFYtWqKkufgas/gMQxlXkZER1x3fU7O0qCuPqD9aw9mkep1cGJPDP/XnKIvcdSceSfJMSawSeTOzBtWFt0avHViwzQ8dbkHoztEi3VryRNl9b9ffeFdTivVymtsIxrP9rAlxtPUWC2kW+2ERts4NG5u/j3kkOkF5VTYnHwy95Mrnx3HcdzzXV8Ab5RACOTI/jPtd2ICNAxPDGc3/ZXL6g7sn0gUYfnVD/A8hcoumIGb6W05W+/pHM810yp1cHa44VM/GQ7O1OL6mfgTicUp0P+cSjJqCZcI5E0Sw4uFuGtIQnn3zY4Xmx74Kf6H5dEchEjPUvNiOwSC//8yUtNF+CD1ceZ1KdVZQiPMQIGP0JWaD+e/TXT6z6frD3Bjf3jCdDXVKfhnGSG4tMw/w7oeROuIY+RZg/glElNe/+2PPvtJo+Ujs4x/nxyeSAxG/6GatEaMayEYUy75FVGd+yLn15LqJ+GmGADimaUEC+5CAmIhi7Xwf4fPNsVCrjiLQ+J/HNxOl38sD2N3Co5e6FGLUadmh2phdW2tzpcvPHbId6Z0vM8c/Ovk2+2smRPJu+uOEZCmB/PXN6RjjGBXgW2FArA7cUgsZeRa3Ywd0d1kQiXG55btI/v7h1IZF16jk05sOsbWP+OCDc2hsOwJ6HbdeLeJ5E0R5x2OPQLJI6t/T7xg4UarctZc9ieRCL500jPUjOiuNxOgY+aJ06Xm5T8ssoGnT8MepDisB4+hRXcbjiaU0N4kT4YOk2s3m4phk0fkW12syjVQFB4LOV2J89e2YkPburNp7f24eYB8Xx4RRitfhiPKmXN2V1Vp9YS+u0VRLmyuebD9eSYbNJQkjR9/ELh8teEYRTUGlRaSBgCdy6v2esEFJXb+WWv54JFt7ggNp3I97nPqkM5lPpQjqwrrHYnczal8vyP+8k1Wdl2qpDHv9/NZ2tPMrarp/HXNS6QgUmxWHrcWv1AQa3ZnVVdHryClHwzFoeT1IIy9mcUczLPXLNH+7wDNwlFwt9fqMzLNOfB0qdh08e+lfkkkqbO6c0irDV+YO33ad1P7JO2rb5GJZFc9EjPUjNCdZ4wNb3mHNvXGIba7L3oYwUGbQ1fAZ0RRj4DJ1ZAmWeekTV5IoS0YcvGNBKj/Fm6Pouf92TidLlRKRX8/bIOxJ2c4z3Xw2Yi7PAcLk2+mv8sOcCMW/oS7KetcZwSSaPjHwn97oZO48UqrtYPDCHn3U2lVGDQeK742pyuam1V0WtU9a4+nltq5cPVx6q1/7Q7nU9u6cu6o3kUltm5ols0ozpG8tLiAwSOa8fAuAGo0zdX7uC04afz7gFTKOCN67oza0MKX29MxeZ0oVDAqORI/jWxazVBmVphzoGtn3vv2/Au9L5F5FZKJM2No8vEPSWsfe33CUsUQivHlktVPImknpCepWZEqFFLh0h/r30BOjVxIdXTqEP8NHSJ9Z5PYdCoSArXQ9FpSN0EJ9ZAYYoovnn2pO3gntUw/CmI6gLxgygY/wWFw//FLd8ep0tsEAt2pPPjrgycZ/SHnS43WEvQnFzl81r8T/9B/xgNW1MKKbc7a/03kEgaFYVChOQFxdXKUAII9tNyx5A2Hm07ThUypEO4z32u79uaMGP9LiAUltuxeJHrt9hdvPjTfr6bNognxiYzpW9r1h9M48trouigycF51TvYr3of4vpAdDcYeD9d2yegUVW37sZ3j2VvejEz16Vgc4pzud2w4lAO07/ZQb7pT9RWM+V4DwcEUSqhrLqAjETSLDjyG8T2EUp3tUWpgtheYl+JRFIvSGOpGRHur+N/N/SsJrGtVip476ZeRAVUV7YL89fxf9f3IFDvuY9KqWDunb2IyN0IHw2GmWPhqwnwXh/Y+EFleItCIRJNRzwNt/6E+8a5qDpdxSmrkWO5Jga0C/Na0DLfAk5DWLX2ClyGMPItwgCUYXiSls7gDuEMq2IcWR0uNp3I595h7apt2zbcyD3D29V7raFqnugq5JZaUSjgtkEJmIrzeaHVdjrOH0X0D9eimzEIzc4vKB/9KifHfomz//1EBPvz1qQe1bxh43vE8N3W017PsTO1iNw/YyxpzqOtp5EFbSXNkOJ0yD0Ecb0vfN/Y3pC1Vy4USCT1hAzDa2Z0ig7k10eGsexANltO5pMcFcDEXnHEBRt8Sg0nRwXwy8PDWHEoh43H8+gQ6c+1vVrRVpmJ4sMpIqSogtB2EJ4kvEx5R4U3KbIThLYFYzgKIAg4liPC+yw+vEI/7Cvi9iunEX1ipdd+28CHiCwM455hwUTUJF8ukbQAIgP0/N+UHhzNNjF3SyoqpYIxnaNICPVjfI8Y5m49Tb7ZxvjusfROCCYmqP5f+MOMWrrGBbIvveRsm1Gr4q0rYukVUEzEkS8obHMF/f0yCV7yrOfO6dsxzL4c/5tXUu4Af72KMZ2jWPbocOZtT+NUvplLkiKJDtRjdVT3AmlVSl65LJoE61HYsFF46RIGC6GMGuoyAeAfIcLsClOq90V2Bj/fizQSSZPl5Jnc3pgeF75vTA/ADSf/gC4T63JUEokEaSw1O5RKBa1D/bhraFtuH5yASnl+56BCoaB1sJ7bB7fhloHxlfusmOtpKIW0hbH/hoXTRJHNCgJj4eYFwmgCcLtpHSpeaCokwM8lt9TK7wUx3DjoIVQb3/PoM/WexuKscH4/ns1/ru123lwsiaRZ43aDQkFkgJ7IAD2D2omX+Qqp/JhgA91aBeNyuRtUPj/UqOO9G3tx4yebySqxoFEp+O7GBDqunY46YzsA/pPbodv+ifcDuN2E7JsF8W8B4KdTkxgVwD+u6ITT5UKlVHIq34xSIVTxqvLVlAR673wO7aoVlY1KFUycAR2vAG0NRWoDYuCGb+DL8Z73qYBouP5Lj2LbEkmz4cTqM2UIgi58X2O4EJ45uUYaSxJJPSCNpWbMeQ0lhxWK02DfD5C9D+IHoUq+QtxU3U7IOeC5/dBH4Ze/eb6AgKhhsuBemPI1FJ2CnV/ToecjhBq1HM4qpWfrYHadLqp2+kVHLFx302Ooe0yl9MBycLsxxQ3jx+NO/m9pBgA/78nknmHtZI0lScujJEMoVO37QbzA97oZghNQGoK9bt4Yc6BtuD8Lpw/mSFYpDpuFjsfePmsooQ9CH9LKuwfnDOqCo+CyAp75VRX3pjB/LVd0i+HnPZVqgEPah9Ap5xe0J1d47IPLCQvvgelbITyx5oFHdoZ7/4DsvZBzEKK6QlRnCGpV20uXSJoObrcwlhKG/PljRHUVniWJRFLnSGOppeJ0QOpGmDNJ1G4AOPAjrHoVbl8CMd2h9UBRn6ECY4QwhryRtQcKTwm53nYjiMlYzg+3TOC+haf5xxWdeH3pYQ5kVobzdI0L5J0pPTEE+vHu1nx+298LgMMrsnBUWWb+bN1JJvaKI6oua7BIJI1NcRp8dTXkV1Gb2/IJjHwO+t8Lhj+xelxPxAQZRNhf0Wn48RvRqFDANR9TbipGE9kVtY/7giWqNyqlnmpaeDYz2C346/x57spOFJptrD8uFmHu6mkkaPUM74Nxu2H/IhjxZM2DVigguJX4Sb681tcqkTRJ8o+BKfvPheBVEN0VjvwqBFCkd1UiqVOksdRSMWXC97dVGkoVWEvhh7vg9p+h8wT443XxYqNUn78+iUYPXa+DfT+gUChoq1SyeMpojjngzcndcTjd5JutRAcZiAzQEX4mFymtsJz9GSVeD5lvsuLyVgFTImmu2K2w/l1PQ6mCVa9AxyublLF0FpcdHGfqJbUbBSnrMAV2xd33ESKPLqFapVqVluJON2J0KSqNpfIiyD0sisUWpULr/kQPfID3buhBntlBRnE5A8IssMR3jSmKvQtCSCQtlpR1oFBVhrr/GaK6it+n1kOXa+pmXBKJBJBqeC2XkgxRqM4beUfAnA/B8XD7LyJO2uUAXQA+i7uodWApgWXPQsYOSN8Oy55Hu/h+Olv30CVMRY/WwYzqGEXnYBfhzjwoFSp5Izv6XuXqkxBSY70ZiaTZUZYHu7723b9/YcON5ULQGIXACwiDbu98AjLWszrHSN74r4T4QgUhbci+dj5bCgPwq5i/NjPsngszLxMe6+x9sG0mfDSY0MI9JEUHcElyJAalA1r18z4GpRp63CTuXyUZYPdd7FYiaTGkrBOhp+dTeqwJvzAIjIOU9XU3LolEAkhjqeVyvpcMl6OyPsPtv8IDG4XAQ89bvG/ffxrs+bZ6e+ZuKDgu6p7YzJC2FeZOhff7CDny7bMYGQfxodXVvRQK+McVnWRBWkkLww32Mt/dluKGG8qFEBAlBF4A1Fqwl6E/OI8+UUru2xzGulHzOTV5GSnXL2fZwK+4b7Wanm0iKnOtTDliMeVcnDb48QEozQGrCdb+FwY/VH1hJiBGCMkcWCjKGXw4EJY+DQUp9XrZEkmj4nYLb1Bk579+rMhOIvxeIpHUKdJYaqkExwtjyBuGEPALrfwcEClu1BFJop7SiL9XKvL4hcHoF0X/3vnej7d/AaCA05vh8zFwap0I6Ss8CYsfQb/6ZX6+uxtXdos5q3yXFOXPt/cMJDk6oM4uWSJpEugCoP1o3/2dJzTcWC6UhCFw47eQfwLajwKHlfg/nuDFS0L4v43FjJidx8jZuczeW86bk3vQKqTKIkjuIbEI4438Y1BeIOq37ZoDe+fBdZ9Xhh0pVXDdZ/DjdNj8sdjOUgzbZ8Hno0W+pETSEik6BaWZokzHXyWysxBusngPe5dIJH8OmbPUUjFGwLAnYM3r1fvGvQ7+Md73C24lwmDC2oFaL7xFLgds+rCGkynEi80vf6ue1wCw+xsChzzCG5O688zlHXG43Pjr1IR7KaIrkTR79EEw5mVIWSsUKasSPxDCzqP01pjoAyH5CojtC+X5cGwFmtPr6brkWmb2fpCSS/qh0OgJjoonMMj/wo5d4UlSKITYTNZe6HeXUOfUhwivtLd8JXMe7JgNl/wdVPKRJWlhnDrjCaoTz1JnEeWRthU61LBgI5FILgjpWWqp6PxhwDSY/JVYvdX4QVwfuG0xJI8DVQ15Qio1rH2b8kO/c1rbgX1+/Th++RyKhv7Tew2IPneIsKOCE76Pmb4do05Nq1A/2oQbpaEkadmEJQlp605Xg9Zf1Cq79CWYPEuEuzV1AiJFcep7V0O368FmIiR1OQn+TuL93QSWp4ucoqqLIxEdRc6RN8IThUFkCBHGGIj7xW/Pwve3ChWvI0t9j+fgj8Lb1MCYLHZO5ZvZl15MSp6ZUov9/DtJJBdC6kYIbiM80n+VwDjxjE7d9NePJZFIziKX6VoyfmHQ5WpIGCzyBjQGz/A7b5RkwNr/knftd3y8KZev5uRic+YCMLjdIN64djStFl0DZQVi+9he0HY4OM6jpKe7wFVoiaQ5o9ZAZEeY+CFYS0ChBGMk1KKIdJNBqRJGzvh3oPwlyNkP8+8UIUMgXswmfgStBwilTP9IkfP061Oex1FpYcIHwgADuPRFkdBe1fhxWIXAhC+0xgb/22WXWHh96SF+3JWB0+VGoYDLu0Tz/PjOQmpdIqkLUjeJe0VdoFBARLIIiZdIJHWGNJYuBvwjarddWQH8+CA2TSCzdhTy2eZsj+4NJwq5y+xg9rhPiNzyGvS9C9pdAoExQjK47QhRQfxcVBqI6flXr0IiaTaUlNvJM1k5VVBGoF5PTJCBaBTN05WvNYqcoW+niMKxFZSkw9fXwn3rxcue1gjdp4gFlArp8FYDYOB9EJJQuV9oe7h3jchdOvyr8DZ1mSjyHI+vOPfsgoH3i8WfBqLUYufVXw7y0+6Ms21uNyzZl4XF4eTt63sSJIVpJH+V8kLIOwwdr6i7Y0Z0hH0LxFz1lbcskUguCGksSSox58HxFeRM+pnPv8vyusnh7FKyggcROXW+eMmpwBAMV/4XZl0uVLEqUCjgmk88ZYclkhZMbqmVN5YeYt72tLNtoUYtn9/Wl25xQahVzcxkspfD+v95GkoVuBxCkOHy10V5AUMwtO4P134qajZpA4SyXlUUCmE8DX9KhAqrtCIEyZRzto6bB+1HQdtL6univJNvsrF4T4bXvpWHcskz2aSxJPnrpG0TvyP+Qn2lc4noBDYT5BwUhWolEslfRhpLLQiLqQiVORvnsVVgL0fZYSSugDj0QbXzLDnNuaiAMgyU232r6ZwsKKd7fFz1jvAOcPdKOPkHHFsuVpC7Xy8SuDX6P3lVEknjUWZzkFNiZePxfIrKbQxuH05ciOFsweVzcbrc/LD9tIehBFBYZmP74ZN00+jg5CoRltdhtFhEMAQ3wJX8BWxmyNrjuz9jp9hGXeVvojWKn5pQqT29Rf6RQnym/zTY+RU4HdDrZhFW5O+7Vlt9UFxu96pVU0Fhma3hBiNpuZzeDPpgIZtfV4QligK3aVuksSSR1BHSWGohWEoLUGyfhWb1S2gqGle/iK3jNVjHvYYuOPq8x3DqglEBeoUDjUqB3en9bSE2uIZ4/eDW0Gsq9LzJd4FbiaQZUGZ1sHR/Fk/M243r7FQ4zJD24fx3Sg+iAqsvAOSUWpjxR3Whkzcvj+PyvC9Qz5hV2fgbMORRGPLI+XMJGxONQSx85Bzw3h/WXmxTF/hHiJ/4AXVzvD87DH3Nj8ZAg6bGfomkVpzeIsLm6vJZqdFDaFtI2w5976y740okFzFNMh5k//79TJ06lb59+zJ06FBeeeUVbDaxkrd7924mT55Mr169GDVqFPPmzWvk0TYNlIUn0a1+qVq79tBC3MdX1eoYxcpgiOlJxJG5TOoR7nWb2CA9rUNqUWVcGkqSZk5msYW/eRhKgvXH85i37TROp6vaPg6nm8IyT8W0uGADw/xSMe6ZVf0k69/xbYQ0FbRGGPqY7/7BD9edsdRECDNqGdLee45Uz9ZBhBllCJ7kL+JyQvo24Tmta8KThWdJIpHUCU3OWHK5XEybNo2xY8eyZcsW5s+fz7p16/j0008pLi7m3nvvZeLEiWzdupVXX32V//znP+zZU0OIyEWA02FHue0zn/36ze9iKcr22V+BSRXEiVEfYsjdxaNdLIxJDvHoTwjzY/ZdA4gO8hFSZzODKVf8lkiaOUv2ZvoMxfphexq5Jiv5JisWe2Uuj06t9CzUCkzpFkTU3o98n2jDe01/zoQnwtUfiNprFWgMIh8xrEPjjasmnHaRh1ledMG7BvtpeWNyD/okBHu0d4kN5P2behPmIwxTIqk1OQfFvI+oIyW8qkQkQ96RP/Xdl0gk1WlyYXjFxcXk5ubicrlwn3lTUSqVGAwGli1bRnBwMFOnTgVg0KBBjB8/njlz5tC9e/fGHHaj4nLY0JTVYAyV5eNw2HC63KiUvj0+oX5a/rncysjO79BX5eDFkYH87bJkThdZ8dNpaRtu9B6CZzVB/lFY+1+h7BPREYY+Ll6wzpe3IJE0UTKKLV7b7xzSht4JIfxjwT5SC8vo0SqIacPbEx/mR2SgnqfGduThuTvPbh+qd0NZvu8TmXOFtD9NeK7oA6HrJFEmoOi08BwHtRI5V+omZji43VCYAtu+gGPLRN2ZQQ9D634XlPsUF2zgk1v6km+ykVNqITxAR7i/zme+mkRyQaRtFblF9VGkusJblb4NOlxa98eXSC4ympxnKSQkhNtvv53XX3+dbt26MWLECNq0acPtt9/O0aNHSUpK8ti+Q4cOHDp0yOfxbDYbJpPJ46elodEbsbQb57Pf2noo767L5lhOzdce5KflmSs6s+q0m0tm53Dz/HS2HDpFkp+ZPmE274aS0w5Hl8Enl8DBnyD3MBz4ET69BI6tEEnakoue5jgPR3Ws/mJ9Rbdogv20PPjNTlYezuFYjokfdqRzxbtr2ZEq6gYNSwzn5QldCDyT97Il04klfoTvE3UYA9rAermGOsXtEi93oW1Fgevg+KZnKAHkHxP3ow3/E6v3qZvgu5tg2fNgrsFo9UKYv46k6ACGJkbQMTqwRRhKzXEutkjStom5VB/iRwGxoAsUeUsSieQv0+Q8Sy6XC71ez/PPP8+kSZM4deoUDz74IO+++y5msxmDwfOFXa/XU1ZW5vN4M2bM4P3336/vYTc6yuSxsOFNT9luAJWWvF4PMXt2NgfynHw4tXeNycnRQXpevbYrL4yNJ6DoEJoVT8D63RAYC8P+BslXeK7OmrJh8SPVD+R2w+KHIa63WIGWXNQ0x3nYNS6QNmF+pORX3l+u692K+76u/gLicLl5av4efrh/MFGBem4cEM/ozlEUl9nRqZVolOGwd071cDt9EPS8EVRNuB6K2w0FJ2DNG3DwR1CqoceNMPghYTA1Jayl8PuLYCmq3rdnrqjXZGy4ek1NkeY4F1skaVvqx6sEwvMbniTzliSSOqLJeZaWL1/Ob7/9xk033YRWqyUxMZHp06fz7bffYjAYsFg8Q2MsFgtGo+/wlWnTprF9+/azP2vWeCma2gLQhiXguO1XnMlXCVliwBXXn8zJi3l6tZlyu5N1x/IoLjWJYpEOq89j+WvVhOZsQvPVFZC+XdRSKUoVRtHvL3kaZKZcsPqQGS8vFDkDkoue5jgPY4IMfH33AG7o15r7BkWx5LYEFG6nT5XItMJyis5ISmtUSuKCDXSODaR9pD+q0DZw1+/QZpjYWKEQ4TF3LYfgBK/Ha1BcTihOg7yjIsyu6v2h8BR8NloYG/ZyYZBs+QS+uELs05SwFMPhJb77D/7UcGNpojTHudjiKC8SOUX1ka9UQXiS8F7VpIEvkUhqRZPzLGVmZp5VvqtArVaj0WhISkpi/fr1Hn3Hjh0jMdH36oxWq0WrvTiUi9QRHdjS+9/ouz2NEjfbsp18tKCA7BLx4qNQALkHYdG10Ps2IVsc6KW+Q2kmLHnC+0l2fS1Wwu1lENIGpOidpBY013nYKsSPf48KQrH8BRQ/riL/ssXn2cPHhFCqIKozTPm60uthCBGepcbGnAf7FsCa10RulcYAfe4QkuaGUGEYlRdW36/4NBxdDn3vaPgx+8LtFjc6X++HiibswWsgmutcbFFk7BC/I5Jq3u6vEJEMu78RXuGw9vV3HonkIqDJeZaGDh1Kbm4uH3/8MU6nk9OnT/PRRx8xfvx4xowZQ15eHrNmzcJut7Np0yYWL17Mdddd19jDbjIEB4cy4evTXPV1Gi8uzzxrKAGM6BBC8OkVYnV488fw86NQVlD9IJYSKPFevR6AzN2w4B4oTgdjhCiq5w2/UDCGi2Nl7YHMPVCSDq7qkssSSZOkJBPl19egSN0AQx+jTVwcWpX322ZCmB8hhvO8jBuCxSJDSJumYSg57bBjNvz6ZKUIhb0cNn0IPz8uwmyP/Op7/33zhcBLU8EvFDpN8N3faXzDjUUi8UXaNtD6Q6CX4u51RXhy5bkkEslfoskZSx06dGDGjBmsXLmSAQMGcOuttzJq1Cgee+wxQkJCmDlzJkuXLmXAgAE899xzPPfccwwcOLCxh91kiArUc+/QNtXaAw1qnhsWTMDuzysbjywVL0PnotadDeXzii4A8o+L1TH/aJj4YfW6SgolXP0RFGeIZOuPh8GMYeLfx88YbBJJUyfngDAoJn4E+xcSYU3hX2Njq22mVSl56/JoIhVFDT/Gv0JpFqx9q/KzWi9CgwyhcPgXcFprVrTUBYocpqaC1gijngc/L3lJfe6Q+ZOSpkHaNhEmV9Nz9q+i84eg1kJ1TyKR/CWa0FOuksGDBzN48GCvfd26dWPu3LkNPKImjtUE5hzIO0KQQsVTPcO5NrEDb2woIt9s55I2eq5L0tJ6+Z3Vw2nyj0NkJ1wuN1klFtIKyygy62g7dQvhqb8Ssv5l8bJYgVovVm/L8uH4KrFS2+4SuG89bPxAqE9FdhaVw1UqyDkkjKsKo8yUA99cj/2etZSHJhOo9y02IZE0Oif/gNEvwI/TwWFBn7ObK4oO0+mWW/l0p4lTRXZ6Reu4tbsfrTf8A8L/JcRQaoPDBqYsKDgpwlrDk854ahtQGc9SDDYT+IWRee0i8rSxpOSXExGgI0ZvI8FeAv3uEWIt3uh3N6g0UJyGuzSbLGUUGRYt+WUOEsIDiAjQEdrQBVzD2sM9q2DvfDj8M+hDYPCDEN1d3LskksbE7RYGTOJl9X8uKfIgkdQJTdJYklwAZQWw9TORb+ASxTHVaj0dL3uFj7vqKYvpS8Cq51F9+7v3RE9jGC6Xm/0Zxdz+xVbyzZX5Ypcl9+WVa74ncsEkcWylCq56G/KOQc+bIPRMHLTWCFFdxEvloV8gdT3MugIcFgiIhvHvwvLnhaw4gNuFa/27rGzzNMM6tZIFHiVNl4hkYciUZoqFAkMIATs+pvv+ObzZ8VoskXH4FRxE+93PYlFB82btjmu3QMpamHdbpUKeQgEDHoBhj4vw1YZAYwBdIKdv28KTPx5l04nNZ7uiA/Usuqc70YGxor7SyT889+16Haj9IH077qXPcGj4B9w2/xA5pVVCf5PCeWNSD6IC60EeuSZCEmDoo9DvTlBpZb03SdOh8CSUF1TWQqpPIpJhyxqwlYHWr/7PJ5G0UKSx1NxJ3w6rXvVsc1jg1yfR3vAt2kPfA04fhlIEBMWTUVzO1M82U2LxrIm07HAhbSPi+dvoV9CWZVPU/S4ybQZW5mah8r+UUQkxRJaUEBwYKMLqVv8Htn/heY7SLFh0P1z+Bvxw19lmXd4+CoMLWXZAw439m5j8sERSQdsRsGWG+LfDIn78o8CUjX73l3iYAO0uAb9aGjnFafDtDUJpsgK3GzZ9ADE9oMeUOrqA8+AXRtHE2fzfqtNsOuGZv5hVYmHnsQwu3/YM9L8Het8qaqcp1ZA4Rqh5uWww5wYyJ3zDzd+f9lhsAVhzJI93fz/K8+M7o9c0sLiCUiVENKpQXG4nu8TCqkM5OJxuRnaMJCZIT0hDe78kFy8VtY/C61HcoYKIjuIek7kbEgbV//kkkhaKNJaaM+WFsOZ1731ut/DyOKwwaPoZWeAjoi+yM/aE4SgH3ocqMJYDB7KrGUoVzN6Szq33TUSvcvHWmiy+3VGZ4/Ta76e4e1AsD4xoT6i7EHbN8T6Wsnxw2s6E74kXMntwB06VuPl9xzFGd4wksqFXniWS2uAXBjE9Kz+v/T+Y8B4snOYZ0hrWAa6ZgV0TiMvuRKNSolRWyeNz2MTLu/KMwbBvvqehVJU/3oD2Iz3rmdUXhmDyQnvz8551Hs1dYgPpFBNI7/hA3EdiUfz6FER3g+5TxLiXvwBKpTBG1DpO2MPIN5/2eor5O9K475L2tA5t3JXtwjIbM9Yc5+M1J862vbnsMJN6t+LvV3RsEQVnJc2A9G0iVLchBF6CE0BtEKF40liSSP40f8pYOnDgAGlpaVxyySWUlpYSFnZxF/lrNBxWoS7ni+LTMPxJWDQdhv8NghPI0LVhQ7qDJQcKCF9Vwj1DTaTkm30eoszmxGU1satY4WEoVfDZxgxGdYxkcJhdGES+KM0UL1ZnjKXcnvfzw9wCzDYHTpesAyFpomj0ENdHfHfLC0Udot9fEOGo1lIoL8TZ5hKyDO3IL3aycvMxdp8uJiHcj5v7J9BWV4QqbQvs+Q4MYTDkIRGul3vI9zmL0zzzBOuZcocbx5k52DrUwD+v6syRbBO5pVb8Mzej6HcXdJ8sQnGPLhOepUueFi9hWXvBL5T0Yt/jtTpcWOzOhrocnxzJLvUwlCqYvyONSztHMa5rdCOMSnLRkba1/orRnotSBeGJcFrmLUkkf4ULMpby8/OZPn06+/btQ6PRMH/+fCZNmsTMmTPp1atXfY1R4gutUax6+5L5juoKe+bD2Ffg5DrSEq5hyqdbSS+qVKJbdiCbNyf18HmKiAAdKpzM2Fzkc5tP16fR89p2+FW8UHojtB2UZoPWSMHIN/h0v5JSq4MusYHo1E1OlFEiqSQ4Hm77WYTNFZ8W3/G0bdBmOHQaz5EiFdm55Tz87c6zHlrlEZiSpES1/BZhYIHI3Vv6jPC0dr4a9i/0fr7obiKXqIHw16nw14lHwasTu/G3ebspNNuYPSUB47r/wlXvwIZ3PSWID/wIvW6GjlfB5o9ICvcdxhZk0GDUNW4Qg8XuZOa6kz77Z6w5zsB2oQT7yXA8ST3isIoFhj4NWJssIhlOrKmsQSaRSC6YC3pL/fe//01SUhJbt25FrVbTvn177r33Xt544436Gp+kJnQBcMnfvd8AtUYRyrNzFhScwDryBf638oSHoQRQVGanpNxOmzDvITKPD41Am3eAQrNvr1FBmR2b0w0D7/fa747sgiUkicwJ37Bnwm88eaAtX2zLA+CZyzsSKsNfJE0ZhQKiu8Jdy2H6Vhj/nqgZtuwZclP2sy2lkLeWHfYIZR3TMZzWx+ZUGkohbcFlhxOrRM2xqC7V8mnOculLDaraFh2k566hbbiuTytmbUghwl/Dijvj6WfIEHVgTj/xKk0AAMUPSURBVK33Xqtl59fCkDSE0MpylI5R3kUUHhrVgaiAxp3jdqeLfJPve1hRuR27U9Z/k9QzWXtFBEZD5CtVENFRqOUWpTbcOSWSFsYFGUubNm3imWeewWAwoDjzgn733Xdz7NixehmcpBaEdYCb5nnWD4noCNd+KoQf3G7YPgtneRE/7vLugfrPrwd598ZeDO1QmZweoFPz/KVxjGUjgcd+ZHgb3/kGoxKDCNjxEWj8YOhjotgegEKBu8NlpF/xBdvNkdy/RsWEr1NZcbSIMKOW/93Qkx6tguviryCR1D86fziwCL6ZDCl/QP5xCt3+RAbq2Jde4rHpDZ31+O/7urIheZynJ+n3F+HaT4SYQwX+kTD5SyFx3YAYNGqm9ItnfPcYdpwq4JPLg0iYNw71ocXQ4wbYt8D3zuvfhVt/IuLIXD67MohRSaFn126MWhVPjk3iml5xqHwU8m0ojFo1oztF+ewfmhhOkEF6lST1TNpWoc4Y2q7hzhnRUfw+vbnm7SQSiU8uKDZCo9FgsVgwGAy4z6irmc1mjEYpy9poaI1CsevyN87IeyuhMEWE+xSdEts4LOB2Y/OxcppnsrHyYA4fTO1NgdmKtbycgKIDRO7+N5pjv4FSxS03PsV3u9WYrJ5J6UEGDdf2jEH18TvgdkHyFXD1+6LYnkqHIrorOmU4MRYH/72+Jw6XG5fbTZBeQ1Sg3jMJXiJpyphyheJjFZwuN04vSpNalUKE3FSg1Ih5WEHuIfjpYaEyN+IpUKggshMExYs53MDEBhuw2e3c2ieMqM2vinysffNFvbSq4z6X0gxRmPraGbQqK+B/E6LId3XC4lTgr9cQFahDo2pgFTwvKJUKruoewyd/HKewzDO/yk+r4s4hbdHKcGBJfZO2VZTcUDVgfUF9kChOe3ozdL++4c4rkbQgLujpMGrUKJ588klSUlJQKBTk5+fz0ksvMWLEiPoan6Q2qLXCtf/9LTB3Kvz2bKWhBCI/whDCsETfssYjkiMIMmhoG+5PR0MxcSseEoYSgMtJ/O8PsHBqay5JDEGhAKUCLu0YxoJp/Wj1+3RhKAEcXgLzbofvb4Vvp4Apl4gAPe0i/GkX4U9SVAAdowOJCTZIQ0nSvMjaW/k9P0OwI4cym5NWIZ45Rr+ftGLtcHllQ+oG6DDG83ilmbDiZTFncw+JF5pGMJQqCLLnMT7JD82J5aLBZob9C6DTBN879bgRdEYRUhjWnoDwWNpEBtMxJohWIX5NwlCqoHWoHwseGMzYLtFU3HqGJYaz8IEhxDeyUp/kIiFtK0Q0YAheBRHJkLqx4c8rkbQQLujJ/Le//Q0/Pz/GjRtHSUkJQ4cOpby8nCeeeKK+xiepLa0HQGSX6u1+oTDgPvz8/Hjuyk5exRQuSY7wlPXVGODy14V36AzK7N0kLryCt/uXsuKRQfz20EAm9YomwHQCxdGlvsclE0olLQUvhkzU1jeJ0Vp4bEySx1d97q58cvo8CrpA0ZC2TQg3hLSpftzAOOg6qVJWvDEozSZk6f3EBag95j0b3hP1o7zJmId1EF7tZkTbcH/+7/ru/PHUSNY+NZIPbupNcnQAKrlwI6lvTGfyhsIboBjtuUR2huwDYClu+HNLJC2ACwrDO3jwIG+//TbFxcWkpaURHR1NZGQD1AKRnJ/AWJg6T0gUb/9ChM50nggDp4taC0D7CH9+eXgY7608yrqjeQQZNDw2JokerYPIKbGSUVROmFFLhNYPrSkb7loGq/4DmbsgMBbn6JfQBsSjLzwCKOgcGExwSEylrPK5GMNF4VuJpCUQ1VXIZlepj6RM30qPo+8T2vtJZt3ej8/WnWR/RgkxQXpSnNHE3rMK1fp34cgSWPs2XP8VHPgJdn8rvFTdp0C/uyC4dSNeGGAthtRNaE8sw5V8FcqDP4p2twt+fhQmfgwHF8ORX8XfoNet0GsqBMVVO1SB2UaB2YbZ6iDYT0O4v672anguF5gywZwn8i2N4SLMT1V3anr+Og3+ugYMg5JIoFK+uyKHqCGJ7AK4xRgSx5x3c4lE4onC7fYScO+DAQMGsHr1agyGhpO1rWtMJhN9+vRh+/bt+Pv7N/Zw6h6XE8y54kXDLxTU1VWoyqwOSiwO1EoFqQVlPPjNDjKKRV5CdKCef1zRkUtiXQTm7xbF7IITQB8MjnJY/vzZWkkYI8RLlC4AvhjnGaKkVMGN30P7UY0aWiRpmjTLeWgrE0bOL497tmv84K7llAYlU2oVdcOMOhWhxjNzz14O5UViHhgjxRwtywU3whhoyPwFXxSchPd6gcYIU76GBXcLg6UCpUrUlmo7UoT9+kWAlxC70wVlPPrdLrafEosnKqWCyX1a8fhlSUQGnKfwtN0iQoUW3itW4UEsxEx4D9qNFAIbkjqnWc7F5sjyF4SC5KQvGj7iwu2GebcKyfJLX2jYc0skLYALWq5r3bo1e/fupX///vU1HslfRamCgJqLK/rp1Pjp1JzKN3Pjp5uwOlx0ignggUs64HC5yTfbSLGG0Cp6CKGpG0URzms/hQV3iZtuBeZc+PZ6uG8d3L8RNn8MOfshsisMmCZCjqShJGkpaP2g22SI7QUbP4DiVIgfAn1uhaB4AlRqAgxeDB+NwbNukkoNATENN+7a4BcOieOE5+iXx2HiR3Bqo5ANNwTDwAcgqhsYfRcgzym1cNeXWzmSbTrb5nS5mbv1NAatiqfHdUSv8R5qaLY60BWeRD3nOmFMVlBeKHIx71kNsT3r5lolksbg9BaRO9QYoekKhQjFO7W+4c8tkbQALshYCgoK4o477qBVq1ZERkaelQ8H+Oqrr+p8cJL65ec9mVgdLrrGBfLwqESe+mEPRVWUokYmR/La1U8TpfWHXXM8DaUKXE7Y9DFc8aZQ5LOXixdDtZThlbRA9IEQ1xuu/kCo3WmNdRoi1mjoA2DcfyB7LxScgDmTIWEIxPUV4bwx3UFTs2coq9jiYShV5ZvNqdw5pK1nbuQZispsbD6WxfDjM1BXNZQqcLth7VtwzQzx95ZImhtOO2TsgJ43Nd4YorrCtpnCQ66VgiYSyYVwQU/5Xr160atXr/oai6QBsTtd7DpdBMCDIxN5/Pvd1WTBVx3O4dONRp4ZfDOqb67zfbCsveIG7BcijSTJxYFGf17jodkR2hbu/A3StsPxlRCSIJTwAmNrda2nC8p89lkdLspsDq99e9OLOXw6h7H5+3wfPOeAUOeTxpKkOZK1V+QRR3RqvDFEdxOFsU9vFgXrJRJJrbkgY+nBBx88++/8/HyCgoJQq1vAqmoLwWp3olAoalUvRKNS0iU2kH3pxeSWWqsZShXM2ZTKg0MHEhyWBLmHvR8soiNom28em0TyZ3G63NicTnQqVcuQwg9qJX66XH3Bu8YG+74HaFVKDNrqz4qScjsfrDpGjL8Ka0gyurSt3g8QlihywySS5sjpLaLWWliHxhtDcIKouZSyThpLEskFckEJJXa7nX//+9/06tWLoUOH0qdPH55//nlsNlt9jU9SC7JKLCzZm8l9X+/g4W93sO5YHnml1vPud3XPWCID9GSV+C46WW53UuxQw7DHvW+gUMCg6aBuYavsEkkNWOxOjuaU8p8lB7n3q+28/fsRUvLM2B3eCz9fDMQGG2gT5t2gmdQnjoiA6l5nq8NJRpGFJQfyyet6p6dseVWGPykFHiTNl7QtEJ7YuGIuCoXwLp1Y1XhjkEiaKRdkLH344Yds3ryZd955h59//pl33nmH3bt3884779TT8CTnI6vYwl2ztvLAnB2sOpzD0v3Z3PzZZp7/cV91g8lqhtJsKBe1FuKCDTx3ZSeSo3y/hEQG6NCpVeJGf+1noK2yrT4Irp8twnckkosEh9PFxuP5jHtnLZ+tO8nao3m8t/IYY9/5gz3pf6GOSVkBmLJFuE4zJCpQz6w7+9MxOsCj/cpuMTxyaRIGTXXPklGnpmfrYKwOF//dZiP/qplCebMCrT/ua2Y0Tm0aiaSuSN3YOJLh5xLTEzJ2ei/1IZFIfHJBMXSLFy/miy++oHVrUROkffv2tG/fnqlTp/LUU0/VywAlvnG53Py8J4P9GSXV+n7dl8XUAQkMDdAJ0YX84/DHm+JGGdQKhj+JNqYHfRJCSCvU0S7cyIk8c7XjPDE2mahAvViV6nI1xA8UL3QoRKFK/2hQNwHpY4mkgcgutfLI3J04XZ6CJ1aHi0fm7uSH+weLOVNbTDmQslYUgC0vFHL7gx4UYTPNTDyiTZiRr+8eQL7JSqnFQahRS7i/jkBvKoGAn1bN9JHt+WVvJj/sLSC9NJwnr/iZGFUxCreb0OjW6IJjZS6kpPlSdBpKMoQaXWMT20uU+Di5FjpPaOzRSCTNhgvyLBUXFxMT4yl5GxMTg8XSPFdCmzv5ZhvfbE712f/VxhRsDiekboZPhsOBRVB0SsiHzp4I22ehtJuJDzPy1V39GZkccVbVNMig4eUJXRjTOapS9VClFcUzW/WFVn3Ev6WhJLnIyC62UGLxnuOXVlhOgfkCwpLN+bD0GZh/p1jIKEwRilUzhkH+0boZcAMT7q8jOTqQvm1CaRfh79NQqiAhzMicuweQEObHppQSrvsmlTuWucgN7oYqJF4aSpLmTeom8TuyEcUdKvCPgsA4OL6isUcikTQrLmjZMjk5mblz53LzzTefbZs7dy5JSUl1PjDJ+XG73dicvnMkrA4XKnM2LH7Is3ZJBategS7XgM6fViF+/O+GXhSYbVgdTgL0GqICdKhUsk6SRFIVh6vmvKRzPU41Unwa9s2v3m4zw7LnYNJMEe7agtFrVAxsF8a8aYMoKrejAELOeKQkkmbP6U0Q1LrpzOO43nBkmZDkb4yaTxJJM+SCjKVHH32UO++8k59++onWrVuTmprKsWPH+Pzzz+trfJIaCDFquLJbDDP+OOG1f3KfVqgsRVDkw/vkcgqFuzM5R4EGzXlXgfNMVorLRS2mED8NoUb5QiO5uIgJMqBTK7F6EXMQc+ICPCFHlvruO74CLMVN5yWrFpitDvLNVqx2F0admqhAPapaqgRGBuqJvJDwRYmkOXBqfdPwKlXQqj8cXAzZ+yG6a2OPRiJpFlyQsdS3b19+/PFHFi9eTF5eHmPGjOGdd94hLi6uvsYnqQGNSsUtAxNYsCOdXJOnmEPH6AD6tgkBa/V8Jg9qmRNhczo5kF7C0z/s5XB2KQBdYgN5/brudIwOQC09UJKLhPAAHU+P68jLPx+o1vfKxG4Xlq+krGFxQqEEms/Kb0ZROa//eohf9mbicLkJ8dPw+Jgkruwee2EGpETSUigrgJyDkDSusUdSSVRXUTj+yK/SWJJIaskFv+Fu3bqVKVOm8PLLLxMVFcWGDRvqY1ySWtIq1I8FDwzm3uHtiAnSkxDmxzOXd+SLO/oRHWQAv1CI8KEkpdaJ+iW14HR+OdfP2HTWUALYn1HCpI83kFZYXheXIpE0CwwaFdf2juPruwfQt00IEQE6hiWGs+D+wYxICq+1JwWA5Mt993WaIOZvMyCv1Mr9X2/nx90ZOM6EIRaW2Xn+x/0s2Zt5YaGJEklLIXWj+B3VhIwSlQbi+sKBnxp7JBJJs+GCPEvvvvsuCxcupH///gD4+/vz73//m+LiYu6+++56GaDk/LQO9ePJsUncNbQtSgWEGXWVBTL9I2HixzDrCqGKV5Xx74qEz/NgdTj5fN1Jr/lRFruLbzaf4slxHdFI75LkIiHYT8vQDuF0jQ3E6nDhp1URoP8TYieBMTDkUVj/jme7MQJG/xO0xroYbr2TUVTO7jTvsun/XX6EUR0jayxaK5G0SE5tAGOk+GlKJAyGNa8LQZmQNo09GomkyXNBxtL8+fOZM2fOWenw0aNHk5iYyG233SaNpUZGo1IRFajy3hndHe7fADu/Fitdoe2h/zSRq6Q5f8iQyWRmS0qBz/7NJwvIKbGQVWIlNd9MQpiRViEGmX8gafEE+3kPLys028gptXIoq4RgPw3tI/yJDtRXD1c1hMCghyBxDGz+BMryRMhOp/HNqn7ZwSzf4b4FZhtmq3f1QImkRXPyD4jqXC9CCuV2NytTHZwqcRFuUDAyXk2EXy0XLOP6isiSfT/AsL/V+dgkkpbGBRlLJpPJq3R4WVlZnQ5KUseo1BDaDi55FhxloNLVXo7XlI3uxFpiAuM4luN9k5ggA2uO5PLeymNkFgsZ+bbhRr68ox/xYc1jZVwiqStySiw8t2gfyw5kn20zalV8fns/+sSHoFFXeaFx2CD3ICy6H9oOg4BIOPQzlObAiKfAENgIV3DhRAf5XhjRqBToND4WciSSlkp5EWTthcEP1fmhFx2188L6coqtYNRAmR1USri7u5bH+urQqc5jnGkMED8Ids+FoY9LVTyJ5DxcUNxUly5d+OSTTzzaZs6cSceOdVuZuqioiKeeeooBAwbQr18/HnjgAXJyxJv67t27mTx5Mr169WLUqFHMmzevTs/dolGpQBdQe0PJ5YJ9C/Bf+QwP9PH3udk9AyOZXDyLRWNMfHdjPBEBOk7mmXngmx3knyM80VzIKCpn6b5M/vXzAeZsOkVqfhl2L+pnEklVHE4X32xJ9TCUAMw2J7fN3EJmyTk16UozYM51QkJ81zfYco6TPvo99nZ5jM+35fHiT/tZvDuDjKILyAssK4SsfbDq37D8BUjbBubcOrg633SIDCDIh5LmhB5xhPtLgQfJRcapDYBbRHbUIW9vs/DoynK6hKt4Z5Sez8b58clYAxMTNXy+x8atv5RRYq1FjmC7kZB3BNJ31On4JJKWyAV5lv7+979z55138v333xMdHU1WVhYOh4PPPvusTgf10EMPERQUxPLly1EqlTzzzDM8//zzvPHGG9x77708/PDDTJkyha1btzJ9+nSSk5Pp3r1ub0hNHafLjcXuRKtSYHO60aiUaNV1nDNkyoZ1b4Mph04FK3h82DDeXpeF+8x9WKmAf4yKpcPxL9Fs+i9RQFRIG767/hvGzz7NvvQSCsw2whqiXorNDArV+cMK3W6xrUrr02g8mWdiyoxN5JRWGno6tZKv7uxPn4SQC1b+K7c7UAB6zQVNN0kzJLfUysx1J732WR0uNp/IJz7Ur7Lx5FpwiO+ZvdVg9g98i6xSPx79bstZafJZG1KIDNCy6P7BRBiVmOwKDDq19+9TWQGs/S9sfK+ybf070HUytsvfwqH2x6BVoXA5xHk1BlD+da9PTKCe2Xf155bPt5wtLQDQJyGEJ8Ym4aeV333JRUbKWpEzXIu84Noye7+N/223cUNHDVcnVi5O+GsVXJekoWu4kje3WLl7aRlfXemHXl2Dxyimpxjbts9FkXmJROKTC3qCdenShWXLlrFq1SpycnKIiYnhkksuISAgoM4GtG/fPnbv3s2GDRvw9xfejH/961/k5uaybNkygoODmTp1KgCDBg1i/PjxzJkz56IxlhxOF2mF5Sw/kEWXuCB2phax/lge4f5abh/clnYRRp95FBeM2ykMJiB47Qvc2ecBxj30JGtPFBHmp6ansZCIfZ9i3Du7cp/CFFpveZVb+zzORxuzMdvqOVehOB1S1sHub0GthwH3CuUhfy8JtUWpcOgXOPyrSKAfMA3CE0XeSMUmZTaenL/Hw1AC8aJ7z1fb+PWRYcSF+J17ZK9kl1jYmVrIt1tOo1DA1AEJ9GgVJHO5WjAOl5sSi+/v/Kn8c0KWCyprpGUPep4Mm4F/LNzrUcOpX3wA705IoMzu4J3VmexILSI2SM+tg9rQKsTguRiRe9jTUAKKhv6T45GXMevH4/SJ0TKpnQO/XTNRFqVAwhDoPgWC4/+S0aRUKugaG8SSR4ZxItdEdomF5KgAYoINsris5OLkxCqI7lFnIW67c5y8uN7CuLZqD0OpKsmhKp7sr+PfG628sN7C6yNqEFVRqiDpctj9DYx5GYzhdTJOiaQlcsHLfXa7nYkTJ2Kz2Zg/fz7r169n3Li6qyGwZ88eOnTowPfff8+3335LeXk5w4YN4+mnn+bo0aMkJSV5bN+hQwfmz5/v83g2mw2bzXb2s8lkqrOxNgZ704u5a9ZW3p7Sk4e/3UmeqfLaftqdycOjOnD3sHbnLS5bK9R6iO4m4q4B/+IjzN10kl2ZFmYMKiDi25u97qY59itXTXqaGZt8J8BTVgBOmwgL/LOKX8XpMHuiCCWo4Miv0OVauPwN8I+obC84AZ9fJsKRFEpIGgunN4OlBFr3B73IDSkw29iWUuj1dCUWB6cLymtlLGUVl/PAnB3sSC0627b6cC5D2ofx9pSeF53B1NLmoS90GiVtwvxIOdcoOkPfNiGeDfGDxG9DCCnWAJxKt4dnpk2YHx+NCyTd5c9NH2zEbHOe7fthRzqvTOzKhB6xYr47rLB5hsfhiwc8zuflw3nvm1Su7BTC1bq9+H/xSOUGJ/+AnbPhlkVnQnT1YAj+U9euVCqICzYQJ1XvmjQXy1xsVEqzRX2l5Cvr5HBWp5tHV5bTJkjJ1M41P9uTQ1Xc0U3LjN02Bsf6NqwASLwM9n4HG9+HS1+sk7FKJC2RC4onmjdvHpdeeikAb775Jh988AGvvPIKH374YZ0NqLi4mMOHD5OSksLChQtZtGgR2dnZPP3005jNZgwGzwexXq+vUWBixowZ9OnT5+zPiBEj6mysDU1OqYXHvtvFFd1j+XpzqoehVMG7K4+RfW5exJ/FGA6XvXL2o1vjT64Fii0OFCXpvvdzu1C5HUzu06p6roI5Dw4vEXkan46CRQ+ISuL2Cxyz0ynU/aoaShXsXwB5hys/W02w/EVhKAUnwNR5EBgHWz6FpU/D9i+gJENsep68pGKLvcb+Cv44mudhKFWw/ng+2055N8ZaMi1pHtZEZICeZ67o5LWvVYiBjtHneOGjuwqvjsYPs93lYQwBPDkkBJvSwDMLD1TrA3hp8f7KgtQuB//P3lmHR3Vtffgdl0zcjQgEd3cvLW2RQoECFahQl9tb9/vdut66t9BSoEUKhWLFizsUJwkQSELcJpPx+f7YxMhMSEiABM77PHlIzjmzz55hzsxZe631+1FSQbVSoSIjbgyfbhL9no/18MF/9VOVB+gwEW54G5Y9A98OgjmT4MR60ZwucVVyrVyLV5QTG8S/4R3qZbhv91lJKXTyQEc1yhr4uA1soqR3hIKXN5aQUVzNd5rWRwR0278RAZ6EhIRbahUszZw5k88//xyHw8GCBQv49NNPmT17Nr/99lu9TUitFjfXL774IgaDgaCgIJ544gnWr1+Py+XCbK58U202m/Hy8pyZuP/++9m1a1fZz/r16+ttrpebvGIbJ3NM9G4ayJojVaXpNEo5d3QJwduaAfmnweze96RWRHSG8T+DTwSys/u4KV7BmTwTJSGdPD/GPxaZ1oenrm+BQVNhVctcCJs+htkTRVNpYSocWghf94O0WjaZmrJgz0/lf6v00PlOGDcdxs2AnGRx8wjiBvLoEpFRuvlDEaDt+A7yT0FOIvz1CvwyHgrT8dWp8Nd7XolrFuJZ6KKUPJOVn7ec8rh/xuaTFNUw6LpauJquwwvRM15kD4PPlZ/JZDCweTCz7uspjKIr4hMBd/4BIa2J91MQ5qOtVLXTys9OgTKQQ+nupbltDhdJmUYoKRABTlz/8p1h7VlzUgRSgV5qfIuSwFHhfdf5Lmg6GH69HZLWiAWDU5tgxkjY/2tVXzaJq4Jr6Vq8YiStAf/4SiXeF0tmsZPP9li4IU5JlHfNb9mmtlMjA/67+QILkW3Hin7fVa/UbaISElcxtSrDS09Pp0+fPuzevRulUknnzp0BKCz07LFRW5o1a4bT6cRms6HRiJsNp1OsjLRq1YpZs2ZVOj4xMZGEhASP46nV6rIArLHjPKesIJMJgYeKhPtq+eXWMCL2foJ2+nwRKDQdAsP+C4HNhXz4xaD1EZ4vUV3BXEAHeRgRfvlszFQzNv461Ml/VXmI4/q3iY9tWlkiGUT/0+ZP3DwxByx+DO5aKqSTa4LLVX7j5xcDN38kyonm3yt6rZoOEeV1QQniWKcDWgwX/UpGNytoGf/A6a2EthrNize15qm5+6ocIjJlF+6/cDpd2J2eV/NsDhfOGogVXU1cTdfhhfDVqRjVIYKe8QEUme2oFXICvNSeS2MD4mDs9wSbrOxONjG6YyS/7xGZW5nLibOaN0u3Jt709c2ENTNE4BXaGrzDoSgd5ApKk1FyuQyZs0KgNPxdseo9Z6L7gf96Wfg9+cdczEsg0YC5lq7FK4LTCYl/VV64qAOf7raglMEtzWtXWm9Qy5jcRs0Xe6xMSrXTO9LDPYDGWyycbPkUWo6AVjfXw6wlJK4uapVZ8vX15dSpU6xYsYLu3bsDsHXrVoKDgy/wyJrTu3dvoqOjeeGFFyguLiY3N5ePPvqIoUOHcvPNN5Odnc306dOx2Wxs3bqVxYsXM3bs2Ho7f0PGX68i2FvDP2cK6BkfUGnfNyNDiV8yHu3BOSKIcLkgcZUodctzr85VSl6xleQsI8cyityX8Mlk4kYspBXhQf7MvLcHRwtV7Ov0fxT2frZ89Sy0Ldz5B4rYvlUDJYC0PZ4nkX0czLUoT9MHQOtbxO/D34FFD8HB30WQWPrcvxsiHMq1vhDbTzSzH1/pecw9P6NwmLmudSjf3tmVpsFedGniy28Tm7DngSjeGuiFL8UXnJq/Xs3ojpEe94/rEoVWJed0romjZ4s4nWvCYq9aYiXReJHLZYT76mge6k1skNeFewh1vvgFBjO4ZRi392jCk9clEGzQcNqsxUdWXElBr3e8P3MmRLPqjlBmjQ5AP/06YTB5bDksexZGfS5Wi7OOMihWg49WyS2dIjE0aS+u5c53QvZxnFaT6B10h90iMr8SEhK1I+OAKPmO6FznodKMTmYfsXFzUxVeqtoLRfSNVNDCX85/NpurLLBWImGY6J/8/X5I3VWHGUtIXJ3UKt0wdepURowYAcDPP//Mrl27uP/++3n11VfrbUIqlYqff/6Zt99+m+uvvx6LxcLgwYN58cUX8fHx4YcffuCNN97gk08+ISAggJdeeomePXvW2/kbMqE+Wt4e045n5+/n3Vs7sPd0PmabkzYRPkTkbIGCM1UfZCuBvz+Cmz8QMsEVcLlcHM8w8uyC/ew5118T5a/jjdHt6Bbn71HuN9JPx/M3tiLXaMUa8wS2bneikrnE+NUp6igukJWpjRqXUoOz54PIcxIhfS8Una16jNUIWz6HG94UAVXSWpBX85ZXaEEmx1en4rrWofSOVKI9tQbFyqlgPFf2GDcQRvxPZAM8PQ25jBEdIvh56ynO5FUuZYoP8qJPQhBvLzvCrG0pWOxOUT7ZM4ZpA+IJ8b62hB8kKhPsrSHAS01MoJ5RHSNRK2T4FRzmv6NacfeM3Tw7IIRxXnvx/+sN0WtgKQK7WWROFWqh+DhnkgiWbv4fUX46fpzSjY9WHeeDEvhX93/h3bQXGTYNKpmBgOomU921IiEh4Z7jK0Gpg5DWdR7q231WtAoYFndx16JMJuP2Nipe3mhhwXEb41p4yCjKZMKc9q9XYPrNoo+x0+31YisgIXE1IHO5XLUqCDp9+jRKpZLw8HByc3NJS0ujbdu2Zft37dpFly4NV7PfaDTSpUsXdu3aVSZN3pgwWe0kZRWzeF8qA5qHMG/XGaK95TyZ+x+RTQFRltbnMZENsltBbRAf3L4RZeNYHQ5Sc0sY/cXmSupbID43Fz7Uhw7RfnWer93hJLPIQrbRQnN1Dtqvupf3ElUksqsQXtBXe/tWiaPpRQQ5Mwn863HhaeEOvyZwz1+gDxIGoHtnw7o33R97x++ih6OUYytg1viqx/lGwd0rwddz9gggNb+E+bvOMH/3GeQyGRO6RDCybSCKkjx25yrQaL0osTrQqRXsO51PrtHCsze2rNzndZXS2K/DS0JRhliRtpWAVxAmbSgfrT1Jp3AtvaI05DgNRKUuRbv4AXH8TR+K93JxNgTEQ8+H4MA86H6/uI50/qTLwxg3/WBZ0P7f6yMY0dzAC6tzGNtSx5DNt4sA63w0PvDgZvCLvowvgMSVQLoW65nvrhNBxqAX6zRMvtlFz1+KuDFe6TnIqSEf77RwqtDJ2tsM1Xsv2cyw7UtIWi08mGL6iH9lMvG55HKI+wn/WIgbACEt6zQvCYnGQq2XK6Kjy788AwICCAiofHN73333sXu35Ah9qdCrlbSL9CXUW8OR9EIGtQgiwkeN41AcCoCg5nD9G6Icp9TDRa6E7tOg77/AEEKR2cbOk7nsP1NQJVACUcX2/sqjfD6pc50kyE1WOxuOZfHMvP0Umu2MaevPK0Pexe+vJysfqPGBkZ/UKlAqMtt4c9lhIr3l/FcXgMf1L60fKFSiZ8uvCXSaDIf/EKUSFWlxsygjLMWYCStfcj9mwRlI33fBYCnST8fD/WOZ2EYHJ/8m4PAHKNZvAKWW/n2fZ7atH6+vFhmxXk0DubdvHDlG6zURLEmcR+Zh+HUy5CSJv+UKcqbspntcADO3pvD84jzW398C7fr/lj/GWize38XZ4lr3jxW9B//Mg3ZjYfkLHO35baXs5scbs+nZIpqlh45xPNtA2+s/I/T3cWXGuIAQQhnzjeh9kpCQqDnFOXBmB/R+tM5DzT5ixeGEYbF1/z4Y31LFU+vMzD5sZWq7aio8VFpxn9BqBCSvg5zj5WV5CrX4bLCViJ5Ipw2a9BaVGxHVCD5JSFwF1HudRS0TVRIXgdPpYvnBsyjNefQLs6FLOyhWeZoOALU3zJ9auRfBaYetX4iMSI8HOZ5hZPH+dIqqMc/cdyafYqtdBEumXCGKkLZH3JyFthE3UsrqV7tOZhfz4C+7KX1LLDiQR4CuLVMnrCT82EzkBSli3m3HgG+TWr0GxRY7+8/ksw945JapRBxe5P7AHg+APrD8b98okcFK2Sqkx5Ua6HafkHCuaGRrN7uXJS/l1GZoeeMF56koOkPwdz3FeBXG9lr3KqNunsHMQF9O5pjYkpSDQibj1RF1L92QaGQUnIEZN4ugByCwGQx8DovKh193JLH+WBbXtwnFXGKq3Ed0ciO2bg+gWv6UKIF1ueCPR2HiHFGKF9WVHee0TDpHe/PawABCLCc5VSyu++OZRp7c5Mub41cRmDgXQ9Y+SvybI+92N5qguIsXhZGQuFYp7YmN7FqnYexOFz8dsNI7UoGvpu6mtuEGOf2iFHy2x8ptLdXoLtT/FNhM/HjCYRVB4b458O0QUebe/b46z1NCoqFS79+Gsnpyq5bwTGaRmXY+Ztocex31+lXlO1R6IZ0d0sZ9WdrGDzG2vo1P1yThckFUhabx8wnz0aJWyEWQtOxZIZ5QilIL438SgY7KfY+N2ebgmw3JnB87f7cjm5l75Tw77DEmDwtDrfECea10RgBQK+SE+Wo5nF7EX5lBjO3yEIZdlf2+XM2HI9P5C8nyc6azgChPbDsGWtwgJFOVblba5EqR6fLUAB8YX7OJHl5cOVCqQPCOd7m/62c8v0L4hG1MzMYhLTZce2QcLA+UAuJFv8Cih3BO2srqcxYBN7ePIN2YQ5jaS2SUgPywXqT49qdl3BDUBn/45zeI7QvJa8XNjFJHuJ+ebk28+XyAk5A/bgBLEXmTtpedelNyAYNOFNA/4Saa+Y/iTL6TpxVNaHpef6OEhEQNOLIEglvWqkrCHWtT7KQXu3ikc/1VGdySoOLvM2ZmH7Fyd3XZpZqgUIsSvegesPMHWPqU+Fzq+0S9zFVCoqFR+7tUiSuOAgcJp2ahPrGq8g6bCX67A3o/4v6BxdmU2FwkZhnZlJTN4JYheIptHx2cQKBeBfvnVg6UQNz8z5lYrVqWyergeKZ7Z3izzcmvu9IxOtXVB0rmIsg6CuvegT+fhsQ1Iv0PBBg0PDpYSMa/+lc6PynHcvq21RT2fApj98ewTVmJLKY3rHhBvC7uUOndB0og6rR7eSilUKghfpDneZficlWvLJSbTIxv5fUKk0VSxbvmyDxU/nu/f8Pix8GYiam4uGyxQSGX8cM+E8Xt7yo71BzYlnsXpLC06SsUdXtclPD5RAjvMAB7CW0jfPi/QQGELJwoxCCAoLy9NA0u701xumDdsRy+25ZBtslOwPlG0hISEhfGViJ6fZr0qPNQMw9ZaeonJ96v/m7RQr3k9I1U8OUeK2Z7PS3KlZb4t78NVr0KBxbUz7gSEg0MKVhqhPjYczHs+9H9TrtFBBjBLSpvl8lxtB2PTKkmIcSAzeFiwe4z/N/ItmjOk/me2ieW3k0DoTgDNn/s/jxOBxxZ6nGOXmoFLcK8Pe5vEeqNTl2N0o6lCPbPgc+7iyb2Hd/AzFvOmceKIK1HXAD39Y1DJoN312cwdGYWD6Rcx76Yqdj2/ia8YgKaiqCotsgV0HEytBlTebvaALfP89iv5HA4KTLbsNqdoik2qpvncwQmcKKgcimkXzWGuBJXKSFtxL8KtfA8Off+9nXmlS1m2J1ONiQVcDjmDqxxQwFw6fyICfDiiSWpvL3dijW4jSjpC2ouHlSQis1cRJz1WKUFg+CNr/LtyCCi/Ctnj5qFGPhofEf89VKwJCFRa47/JQKm6F51GuZMkZMNpx0Mian/MtjRCSpyzC7mHq1nU/SOk4Wv1KKHy/suJSSuIqSi9EaIWuYESzVGwEVnKzmH26N6c2bAe/x61MmR348wpXcsa45ksWR/Okaznc8mdSaryILZ5qBnfAAh3hoCDRoocJRLZrujVEDCDRqVgmn94lm4J7WKAatMBvcPiEenqubtV5gmUvvnc3Y/bPkChrxKoEHDY31DmdTRn0OpOWiUClqE+RJc+A/af2aI4wc+W7kErzZ4h8JNH8CAZ4UghM5f3IgawoRoRAXsDiep+SXM3XmGbSdyiPLXc0/vJsQkjMJ77Rtus1tZ3Z/m61UFZX8PbhksXneJa4vQ1qJfzmGrJLQQlLyQm1rfQK7JRtdAG1O6hzP511O8MuQl+nd/DrVvBP8a5GTS9Dzm7c3ioTvuJnLOUOj9GOz4juxu/ybY3w/bgVNUKpYtSid+yXjmXfcuqcomnLH7EBPsQ4SfTpKul5C4WA4tFGW0FxD+uRDzjtrQKqFXRP3Ldocb5PQIV/DlXgu3tVShUtRT24RMJioxFj8GCx+CqcsuqrxeQqKhIgVLjRCZSic+lD0FK/GDyg1g/eM41Ocjxv90ArPNCUCQQcP/jWrD+yuPsu5YFuuOZZEQ4sWTw1pwKK2QFp3OfdgrdRDeQSi/uT3PwGrnGROo59s7u/LU3H3kmcRKlp9exbtj2xMb5FX9kzz0h+d9u6ZDr4fB5cT751F45yYR5x0u+jSKs6H59aLvQ+MLwa2qP08FcowW7E4X3holes25S0MfIH48SKTmGC04XS7OFlqY8PUWTFZRRrfjZB6/70nlrZtiGH37EnQL7iz3wVLpKe7/MvMzI0nJFWp4Q1qF8MbotvjWQX1QopHiGwV3/Qk7vhey/+fw3vU5r068GZXDjt/0ntx+8w/kdwnnlb/Skctg0V1+tPV28s5NMfzfX2d4Z7uZV0b+RNCO78m5cz1v/Z1H0t6D/HaDm2bzgjOE/TGJsKDmdLlrCXj7Vz1GQkKiZthKhCn0+ZUItcTpcvHbESs9IxTVS3zXgVEJKp5bb2Zxko0xzesxi6zSCRXAFS/AvtlCeVZC4iqh3oOl2NjY+h5S4ny8Q2HY60Lx6nwC4iGsHYz+CrIOk21ozpO/nikLlADm7jrD6TwTb93SjmBvDbnFNoqtdn74O5n3b4pCUXBKyBB7BYrzzBhR9Tw+ERBVvZ+WTq1kYIsQlj7Wj+xiC7hEoBbio0Uhv8AXgSnH8z6rUZQB7plZ3p9RmFa+/9gK6PGQaHavgaJXVpGZDcey+XpDEnnFNno3C+SRQc2ICdSjVrpf3cs2Wth4PJuv1idxW7doftt5pixQqsjLy1Loc3cMTfo/I15Pp0P8H/nEM6zYRa82TfHWKgk0aKRA6VomuDn0uE/U/DcdDElrwG4h2JEDy5+lpNmNZGriiAlS8f1dkdjsTmICnXgdmkO/2NH8OKUreSV2TugSUA9tx6liHfP3JyKXgdGrLX5BrZBnH65y2qIeTyJTBSK560hI1IGjy4TAQWy/Og2zNc1BWrGL+zteunXsGB85nUPkfL7HyugEFfL6FOUKay8WUVe9Cq1HgUb6ZJG4OqjVFfnZZ5+53a5Wq/H396d3794sWCA1+F0WYvrAbbOFoaRPuCjhyTsF7W4Vf5/aDLNvI2/cWhLdCC1sTc5la3Iu74/rwLEzGYxtqeOn0UFoTi6Dnd8Jee2AOOGfcNtsWPYMFJwW6fb4wXDT+2JF/AIo5DLC/XSE+9VQXcuUJ4KhhOuEOZ7b595XzGPPz1X3yZXCIwInFJ4RPUZeQR5Pl1ts4f8WH2Lx/vSybYv2prH8wFnmP9ibtpG+VR6Tb7Ly9tLDzNstekvCfHUcSndfFml3ujhcoKDJ+nfFfABieuM18Vfigy+yPFDi6iTrKPz9Poz9HrzDQOMHWl9QatnV8ileX5HJI919CbCZMFohq0BDTsRwRv2YWJa5BRjaKgR/LzUapZyH+kWx4qSTLsN+JG7Xm6iOLxUqlh0nYfeLI8Osx8tiw6CVigwkJC6a/b9BUAuxiFgH5h2zEe4lI8H/0pawjUpQ8eomC3+dtHN9XD0v0nW6E36/X9iVDHimfseWkLhC1Oob8tixY6xcuZJ27doRHR1NWloae/fupV27djgcDt544w2+/PJLevWqW4OjRA1QKEUvzt6ZcPYfIWLQ+a7yXhqnyHKc3y9UkVAfDcMjzYw5+TXy3xaIgCumN1z/upC87j5NNJy3vFEETZZCMb4+UNzE1Sd2q1AFW/4cpGyBkZ9BeEdI31v5OLlSmO7KVcI/qiIaH2GmeXQpzJks+oTCO4iSvLAOoKla+peeb64UKJVisTt5bfFBvruzK37nNbxnFJrLAiUAF9UrCzmcwOgvYO5dUJIn5i1JhEucj9Mhepbm3Q0TZooeOWMmmd2eJjHHysy+OQRtfkKU3+r8Md3+J29vMVUKlEAsUGiVCpbcGUOTlN+ZbRzOqD8zmdL1cR6e9iq6w/NQLH0KZUkezQLicQz5D6j7g87vijxtCYlGTXEOJK6CrlPrNIzJ5mJZso2bm6ouuQVL8wAFrQLlfLHHwrBYZf2ezxAibDk2fyZ8Di+2Z1hCogFRq2BJqVTyyiuvMGlSefnX/Pnz2bZtG++++y5Lly7lww8/ZO7cufU+UYnzSNsrjCxLb7ptJtj2Ja7T27COn4UmIA4UavzMKUT5+3Amr6TKEN+MCsNr9miRMSrl1GY4sxMm/Spu7FXhYrtPOBB+6Z5PznH4fqgI2ABWPC8Cn6S1wvjOWiSyacPegOCW2F1yMscuorDYhEYBgWf+wickBta+IYLHUtL3wfQbYcoyiKkaxG84nuVxSjtP5lFYYsPPlgXmAmHCqwtk16nKWaSMQgtxQV6cyC6uMoZMBq19LEKs4oa3xYpbpztAV8/BpkTjJ7QtyOTQ6Xbh19JsKJgLsQT1YKR9GwFLzlkCxA+CTrdTpPBj2dGqgf7Ok3msuKcZQfPGgK2EnhOmUbIqnUC9DNWa/0NxrIKBc24yirl3wOgvof0EoQIpISFRc/6ZC7hExrYOrDhho8QOfaMuzzU4spmKd7ZZ2JLmoHdkPWeW24yFo8thx7fCDkFCopFTq1zv5s2bmTBhQqVto0ePZv369QAMHz6c5GTPCmkS9YQxSxjFuslOyNJ2U5h6lCMmbxy3fEPo9nd454awKj1CCSEGEkz7KgdKpTissP3bSzX7qliKYM0b5YFS6bY5k8X87loMTxyACb9AREfyrHJm70pn+E+nuWHmWQbNOMsjKf05HTJYmOiej8sFy58tN/6sgFbl+YtJLgO5OQ++7gdf9oJPu8CcSYyINhNZoazw5y0n+few5ijd9GE93ieMoCMzIfuYeH5x/aHpkNq9PhLXBoZgGPAcNL9B9OPJ5LD9GwK9lARsfE0cM+BZ0Yv357+RndhQRfYfwKBV4pW1F1xOToz6HR+XkTu6BDEsWoamYqBUkb9eFiqaEhISNcflEtdqVLc6V1v8ftxGywA5IfrLoyLXIVhOnK+Mz/dYLnxwbfEKEr2XW7+qpPApIdFYqdVVqdfrOXDgQKVthw4dQq0WZUo5OTnodJLz+yXHUiikrD2gOf03//3zMGfChsJNH9AlexF/Tk3g5rYhRAfo6BkfwBcT26NP+tPzOVK2gMvpeX8dyCoyczi9kB0nczmRXUyh2QYpm6se6HKKxtmNH4J3BOj8cLlcrDmSycuLDlBQYmNkmwCW3dWEt3vYUBckY524ACI7Vx0rfZ9owD2P/gnBHud5fetQ/PZ+WVlsImUz3nNG8+lNIWWbkrKKmbfzDL8/2JNR7YJoEqCnR1wAP9zZmZs7RmCMHowruBWk7oYb3hFleFYPRrkS1y4ab+h+nygxdTnBlAvmfDTmHJHZvOEd8ImENf8Fcz6BR2czsX1VFbvW4T5oEv8kbegXvLy+EK/jC3myeS4h5moWsoqzxTkkJCRqTupuyPgHEobVaZhMk5ONqQ76RF6+zK5MJmNkMxWbUh3sy7wEZuitR0NxpmRUK3FVUKvc65QpU5g2bRq33XYbkZGRpKamMnfuXO655x7S0tJ44IEHuOmmmy7VXCVAqL7lnQSlFuxmt4fYtEHkFltZtC+dRwb1QhvalpY2M++OiaTYoUCjlOOjVYIh1PN5dP41UpKrLclZRu77aRdJWUJ0QiaDUR0ieGHkTELmjizrtaqEIazMsyGj0MKX65JoFmJgUntvxio24Tv/9fLXQh8Aw9+DvbOEm3opKr3bEqMQHw3P3tCCd5YfrbQ92FvDs318MPy1SaySVcxKFabR0pVElL93WXnjumNZPNTVi5e7OjnQqTnbThXywsJDnC00E+Kt4ZtbfqRtwQaUfz4Jqbtg4AvQ5S4xXwmJUkql6gG2fg7D3kBhzocx34prfsm/yg5VnFzPqCF+/HGkiKMZRWXbA7zUOAJas7tAj1ZpwxAST7I2niDzeX5L56OUPL4kJGrFrh9Ej06EmwW6WrAkyYYc6BlxeYVWuocriDDI+Gy3hW9vuAjz9urwi4aILrD9G+g4sX7HlpC4zNTqyrzzzjsJDAxk/vz5rFy5koiICF577TWGDRvGkSNHGDNmDHfcccelmquExQgrXwZc0HYs7P2l6jEyOQXhfTm8PIUALzX39nOg1/qA1gc9UOnjsMtdsPMH9+fq+TB4hVTeZi4QJrVndogoJ6q7+KLQeNdo+mcLSrjj++2k5pf3T7lcsHBvGgG6KJ5tNQ7NwTlVH9i5/D3lY8/mp+scaIvT8PUPRDHnpcrHmnJh4QNCwS95bXl2rPNd4FU1i+StVTGpRwx9mgXx85ZTZBVZGNo6lH7NAijMTmVWwvtE+qhI0BYQvu5pZNlHANCm7+Dne57jq/VJnC2wMLhlCAlxoaw5eJp/L9xb6RyZRRYmzTnF8oduoclfz4uAcPVrEJQArW6u0WsncZXjsENRGpw9IMrxvMOFOt62L+Hmj3Ht+A5Z+3FQVKFHyTeKlFwTDw5sSkGJjXVHs9Co5IzqGEGJdiTbN+XxRDc9Z/27c9t3B1hzd4y4Vi1FVc8fN0D4kklISNQMUy78Mw/ajatzr9/C4zY6higwqC+tsMP5yM9ll77aa+VwjoNWgfWc2WoxHNa+LnwfIzrV79gSEpeRWi9j3HTTTW6zRy1btqRlS/fGnRL1RHEmHFwgPpgnzBSlZRXL8WRycoZ/xUfbxM1QbKAXakU1lZbeETDoRSGKUJH4wcLYtaJCjikXtnwupI3LzieDwa9Clymgv7CpZUquqVKgVJFfdqQx9a6HiT4/WBr2Bvg2Eb/nnkD/yxj0ucnQ/2k44CHQc9ggcbXwe0haIxTx+v7L48q5r05F+yg/3hrrg93hoqDExu3fbeN4Bcl1P72KX8ZPp/VfdyLLOYY8sBlxQQbeGN0Ou9OFVqUgs9DMR+vPuD2Hyepg4/EsJoW0LhegWPsGNOnhNoiTuIaw2+D0Vpg1Xgi1BCXAzR/CgmnC7LI4E1nCMNGrqDYIaX0gv/19vLcxnz2nT9KpiR8jOoRjtbmYsekkTw4IpUO0P+Gmf9hrVmCyOrCYimDEJ7DwwcpZad9o6PME2KXSUAmJGrPnZ7HwlXB9nYY5UeBgf5aTx7vUo0FsLegTqeD3YzI+3W3hi+vqObsU1U18v+3+SQqWJBo1tQqWiouLmTVrFidPnsTprNzP8tZbb9XrxCTcYC0WmRKHU9xIDXtdBACpu0AXgLPFTaw6oWbxoURkMrijZwzK6oIlU7Yo65v0G5zeJm7UmvQS3k2ntog0einp+ysHSiDSQqtfEypzTXpecPopue4DJRBS3SWGaLh3tTCV1fhAi+tFCZ7WR/QNLZgmZJNB+FnknfB8stwkGPp/uAa9TKq2GbuTiggyZJNltLA5MZswXy0jOkQQ5qvDoBGXgVIux2Sx8fz8/ZUCJYB8k40p81L5Y8SbhC+eDPFC+UipkFPqW2t3utyqDpZy8GyJ8M8pDZbyTmAxm90pmktcSxSlwS+3lgcw2cexH/qT1Cm72J1azE16F+rVL4JMIcpZzomvmIPakFFo5vXRbfHSKNmcmI1WKeeZASFEqIrwivFDm5hBkjEKP70KdX4S/PMjjJ8BmUegMFUo8Km94I+HYfL8K/giSEg0Ihw22PaVEOypo+T+H4l2dEroHHpllCiVchkjmqn4fr+Vo7kOWgTU4zzkCiH08M9csfCprudgTELiMlGrYOn5559nz5499OjRA5Wqno3MJC6M2iB8hpx2URL3x6PC8yi4BViMpIYOId+mZ0ynSPo3DyY6oJoPJpcLdv0Mu36EPT8JTyOFWij7WIogqDk0HSjK7MxFQmTBE5s/hfD2oi+oGuKCPEcFerUCvVYD/l0hqmvVA4pz4Mz28r/zT4s5pmx1P2BwCzgwD1PnaYz5ajvv3tqeFxceqCTv/fHqRN4e244R7SPwOhcw5RZbWXvMvZx4ltFCqiyW8DsWgk9VQ16VQuZRQhygY4gCDlbIPAU158/DeXRpFUBMoBQxXbOc2Vkp0+MMacfehEd5dtZhXrypNU5HjlhAAGFYm3cSjv8FOj/euCWGz9cmsvNUHgBvXh9ByMk/UJrSCSjKhNajaG7wpU0EqAK9hXDLrC3i+tAHCYnywjTRD6WW3oMSEjXi4EJx3Qx8oU7DuFwufj9upWuYArXi8pbgVWRAtIJFx2V8vOsSZJeaXQf7fxWfNe3H1+/YEhKXiVoFS9u2bWPevHlER0df+GCJ+scQAh0mivR/KaYcOLUZZ3hntmereHv5EVY+0Z/oAH21stg47ZB/8tzvDpGdqogxs9z01WEGYzWywkVpQh70AsFSlL/OYzBxd584QryraTC3nfeYfbPg+jfdB0tKrSjB++VWbF5xjOvak9/3pLo97/ML/qFHXCBx54KlEpujWr/YHJkfRLVwK34R7K3l6etb8NAvu6vs89Eq6RVih7WHy7ZldX+Wj/7KpnmShf9N6Ii3VlqAuCYprFy6mTHsc+6ffZpHBjfjjT8PMWukN9rS3rvf74d+T0K3e1H7hHL8mLEsUArwUjMoIAfd0W0gV6I+MB9XxwnEBAQyWefHpqyzDAtuCVlHRD8U5aImrm73IvOuRvBFQkJC4HLBxo+EeIF/bJ2G+ifbyckCFxNbXl5hh/NRymWMTlDx7X4rh3IctK7P3iXvMAhtI/wSpWBJopFSK+lwjUZDaKj0hXrFUHvB4Jdwtr9NeLCcwxHTn8RBX/CfNRm4XLA5Kaf6QAlAoape7jSqq8hkgSiJi+nr+djY/uXHVkOoj5YZU7vRMdqvbJtSLuOu3jHc1TsWtbKaOev8RearlKKzwkD3+jcr+1v4RgnlsA3vg8uF375vGdYykGX/uA/2XC7YUCGT5KNVlpXluX2qwT7VqgT2ig/kpZtaoavw+scFeTFnUjyRax8XGzTe5A95jzlpoZzOLWHNkUxyi62en7vE1U1Ut/Lfm99ApiyQnGIrkX46krKKSTGpQOsn9jussO5tmDMJc1E2v2w7VfbQ61v6E3JougiGzsnny7Z+TnJ2CYUlNp5bmUHSsB9xRlUomZUrKOkwBXO3h8Uig4SERPUcXwmZB6HdrXUeatFxG34aGW2CLo+3UnX0j1YQ5iXjg+3uVXbrRPwgIbgkeblJNFJqtZwxadIk3n77bR555BECAiTJ4yuCdxiFg94iu/XDaOxF2JV6Vp928vEvKRRZRCYo31TDG+9mQ6rKYoMIxIa8InqFQPRF9XxQqO+dL1eu9hICD4qaZUWaBHrxw5Su5BbbKLbY8dOrCDZo0FcToFCcA4Xp0PVuUSdeyo7vRAZp/E8i6rEahRDF2jfEDSOApQi5TIbV4dkzquLrFeKj4dHBzXhr2ZEqxw1sHlx99gvw91JzZ68YbmgbRm6xFbVSLqScC7NIGfg/5E47uXjz6fYiVh0TBroul+h3krhGCYiHkNaQeQg634XFmA+Uvyc+32nk455P4buugvKj04G84DTFlvJsrkEJClOhyBr5xYgVXWMWOQUF5Nq05BZbGTPrDP/u+xb9+oDSUUKJ0odfD5mZaPeh2eV8zhISjRGXSyxWhLQW/X51wO50sSjRRs8IRRXT+CuBUi7j1uYqPttjZedZO13D6jHbFdNXfHcfXAg9H6i/cSUkLhO1uhp+++030tLSmD17dpV9hw8fdvMIiUuBU23gyVWF7D9TAORX2d+veQ3V1fyawNRl8OfTcGKd2BbUHG7+SPxb6dhYuHs5LH4C0veKbZFdYcT/xDi1IMBLQ4BXDT1dzIWw6X+w+RO46UOcA19AvvVz0bOl0lMS2AalyhfVj0NF2aBCDa1HwYBnQSbHJteQabTRPsr33OtVlYqvl0qh4NauUaiVcj5efZx8kw2NUs6EbtE8NLAZ/l4Vslt2i1AodNhF4+o53yq1UkGUv54o//Ib2ROWAA7aFchlMhIzjRzMyCzbFxuox1t7ZcswJK4g3mFCZGXd22DOJ0wbhlIuw+UCg0bJuuN5/BnflxsHv4Pf1ndF6a1Sg4+shIHNmzBvdxoAW86UkNPhZgJPrIcVL8KoL2DHt7T2d3EWkfktMtvYeNpKQoCOUJ9gAtQu7mgnJ1yZDy6vygqYEhISlUlcDWm7Yej/1fla2ZzqILvERd+oKyPs4I5ekQqWJMt4a6uFeaMUyOrr80BjgMgucGCeFCxJNEpqdYf29ttvX6p5SNSCAC81r41ow7ivt+A4LyPRMz6AJv61aNAMai7UsUpyRe+S1se9Wa1SJaQ/b58P5nxAJkrjLrWpanEWbPlU/P7nk8g73k7RnatIyy3C5FTx4/4SphWpaesdLoQpxnwDB38vk0dWhbSmY///8sZNrRn97d4avV6BXhru7BnD9W3CMFkdaJRygr01lUsbC9Ng0yewe0a53PP1b0F0j/KM3DlO55r4ePUxluxLx+500SHKl9dGtmHWthTWH8viP6PaEuItlUBd0/hFw/B3IWUTQQd+4oFetzN312keGNCU91ce5YUVaSyJb88jQ38nUG3H19ubwOAwHg4uYOmBDExWBwdSC0kb0odA32jIPwXz7oZOtxPup0Mh03FTuzBub6ujXfpcDDSFUydh5w8EmXJEwDbweWh5s8g2S0hIVMblgjX/FVmlepDBXnDMSoRBRrzvlS/BK0UukzGxlZq3tlpYfsLO8Ph67KON7Qt/fyDUdmu5wCohcaWRuVzVtbNffRiNRrp06cKuXbswGC7cZ9NQMdscHMso4q2lh9l2Ihd/vZqpfWIZ3ymMEFsauOwimPEOr/0KmLVYCDxYi8WKkFcIlOSJoAAZ2EuEKp8uAGrSFF6UIYIxl0sEV95hNZ/LoT/gt8pGxyUtx3K6x2ukWjSU2JwYNEpa+LsIMR5Btvw5yDhYeQyZjKLbFrJX3obP1yayvcLrNa5rNKE+tQxUjJliTu7EJSb+Ci1uKPszPb+EcV9vqSIprpTL+HFqNwwaJc1DvcvU+K4VrpbrsF4pOisypl/1IXfQu2yQdSHd5oW/l5ofNp7geKaRO7uF83hPH3xlJShUOhxLn+ZErzf5YEsBq47mEu2v59cJEQTu+wp58jro+SBpcbfyxPzDvDU8ipjNz6P0DhW9TxWFYkoZ9BL0eVTqX7qGkK7FGnLkT5gzSUhgh3eo01DFNhddfipiRFMVY5o3PGGfd7eZySpxsWq8Aa2ynrJLVhP8djsMfQ16PVw/Y0pIXCZqdIc2YsQIFi9ezODBgz2mZVevXl2vE5OoHq1KQfsoP766owsmiwO5DIJsqShmXQdZ50oivcPh5v9BXN8aCTAAojdo1WtwYK7INPV8GALj4eRGaDUCVv1HrFqD6LUY/RVEdqosvlCK3SpU9hY+WO6J5B8ryoOiuno0ia2Em5u2krCubEzO46MNZ8v6tK5vHcLnvR0ozw+UAFwuvNe+TJcJc/lofEdArKAFGdQoqvOh8kR+imfJ8hXPi1XHc0HkrpQ8t95LdqeLHzae4JOJna65QEnCDdnHYMm/hJx3/6cJWPUvRoe2JavTo7h84+k3Mgh/v6ZoD/6GfPoHoj/vhrdQ5CbRbN51vNfuToomDAWnBd8t7yD3CYcJP5Ni8SKzyMaJ7GKilfkojy6ByXNh1gT38/j7faFY5R9zeZ+/hERDxumA1f8VFht1DJQAliXbMNuhXwMqwavI5NZqnl1v5tv9Vh7tXMOS+Quh1ovvxkOLpGBJotFRo7u0adOmAfDII4/UXw2rxEWTb7KSbbSSVWTGX68myKAhyJYO3/QX2aBSitJhzm1w9wpwOkVWxyvYc+lcSR78+SQcXSr+DmwKYW3gz3/D+J9h9m3lcuIgDGJn3AwPbhZlaOeTdxJ+GiEM/CptGwkPbIKQlhd+ssEtRFBltwDgiuzGKnkf/m95Zbnl/BI7lmNrPL+hz+5HjwW9n+7C57wQngIlEK+J1QiEYrM7WO5BhQ9ga3IuRotdkgy/1sk9Ab+ME9cGQHALsu/dRVaJuNZDVDpC/bzQH5kHa/5T/rgTf0On22HtGxh2fo5h5+dlu1x3LCIt10iJWsuepDN8cFMU6jN/i4ywuUCYW7vDbhZZYClYkpAo55+5YhHyxg/qZbh5R220CZITrG84JXgVifSWMzxeyee7LYxupiLap57mGdNbyK4Xna1dhYmExBWmxpklgDFjxlzSyUhcmPSCEp6dt58Nx8sV7MZ3ieKtkJUorFV9hIR6zzsQ3By2fikkPEd/AT4RVY8tzoaz+0VNdn4KdL4LNn8mBBP2za4cKJXisML2b2HY66A8T/xg21ciUJLJIfCc1lZOohhn6xdw47sXLvcxhMIt38C8KeBykdHpcd5fUdU01mixY9GF4tFWU+0l3MTrA3c9XaUo1CBXUWS2sfd0Pn5ebjJu5/DXq1BIiw8S2cfKAyVDKKeiRzJtbhpHM4rKDlk+JZ6WG96t/LiAeOzNb0R+eDHys/vLNlu7PQjGLA5ZW9NVf5IwQxDN1Dkg9xbXnqrCgoFXsPBvK0oXSpIgleBJSFTEbhG9SjG9xeJdHTld6GRruoOHOnr+bmgIjG2uYmuag5c2ljB9uL5+FsqjuoNMIRZku95d9/EkJC4TNQqW7rjjjgteKD/99FO9TKgUh8PBlClTiIyMLBOW2LdvH6+//jqJiYn4+/vz4IMPMm7cuHo9b0PGaLHx+pLDlQIlAJ3chiJli+cHZvxT3keTvBaWPQujPq8sRGC3iRupPo8LUYWQNmJ1ef270GY0HJjvefwzO0RGq2KwZDWK7d3uheY3QPo+sT28vfCpOLVZZGiUWvCP89z7pNJCwjBc0zYg2zUds188mUUnqxx2KL2Qguv7EyCTu1817zJV9F7VB9HdRFDkcCPR3nYcGIJIOlvMPdN38sXtnZm59VTV44B7+sUTZKinEgeJS4vdKgKKtD1gzBBlpL7RItCoK2l7y37N7P8Gdy/KISnLWOkQmd0kMr8VCe/AlgwF8h5fkGA/TkjSPOwKL3J6Pk/ooR9IcbRlcP5GujS9FfWZQxAYIjzJTHkQ00dcm7ZisTASEC8WNfbOrizwYMoVYiant4pS3uge4jmrPS5LSEhcXez4XpSnD3qxXoabe9SKTgndwxtmCV4pWqWMqe3UvLfdwu/HbYxpXg/BncYbwtrC4SVSsCTRqKhRsNSjRw8Azpw5w6pVqxg7dixNmjTh7Nmz/Pbbb9xwww0XGKH2fPbZZ+zcuZPIyEgACgoKmDZtGo899hgTJkxgx44dPPzww7Ro0YL27dvX+/kbIjlGK8sOpFfZnmZ0UuIfh8cCM99oEQCVcmSxaLIsDZbsNnEzNGsc2Cr010R2FUp5iX8Js9eso+7HD4gTQU1FlDro+RCc3Qe/nGfe130a9HpE1C6n7RUrdr0f8xwwqfXY5BrUBSmoEYIORkvlLJfLBf/bXsS7o75F88c0UWNe8Xn0erhyMFcXvMPhtlkwZ2LlEsOQ1jD4BYqdaj5fcwirw8mqQxk8NawF76+s/NoNaB7MiPbhyBuAv4bEBXBYIWWz6POp6DPWpCfc+qP7LG1tCIgX/ypUZBhakZRVNbg2u1RiYaHC+fM0UXywKpe9p/NpEuBPj5h/ExtgQH8kl4kaf6JVCnDEELT9PZwdJsHfb8LIT2H3z6JJffZ4IVZSim80TJ4nsk0g9i17Dg5WWCiRK2Dk56J/USOJAUhc5ZgLYMO70GyouD7qiN3p4tcjNnpHKNHUl3DCJaRzqIK+kQpe22SmV4SScEM9lONF94SdPwhbkPOUYyUkGio1euc/8sgjPPLII6SkpPDNN9/w/PPPM3nyZP7973/z/fffs3///gsPUgu2bNnCypUrGTZsWNm2lStX4ufnx+TJk1EqlfTq1YsRI0bwyy+/1Ou5GzLFFjvuvEvXH8shu8Vkz6p3XabAvl/L/y41cC2lKE0ENLbzhAhSdwoTOZsFOt7ueWK9Hq1c2gPlvkNbv6x6/PZvhG9Tq5HQ/HqxYr97BuQkCc8iNxTI/XDYrARvf5spXd1LG69ONGL0TYCJc+DG98VK4N0rRGBT1xvaiig1ENsPHt4BIz+DgS/AlD/hjt/BNwqzzcGJHFESOWfHaZKzjfw4pRuPD0ngvn7xfHdXV94a046Q2qrwSVx2CkqsmHPPwKzxVQ2ZU7bC3x+V9dNdNJGdQOMDagOZRvfv/5kHzJS0m1xpm6WkiJRck5hKrom5e85yItfM1qQcFE260yFIDiFtUCetQK1SigzSls9gyMswb2rlQAmg4DQsfKDcpPrIksqBEohFiIUPQEHlnsGLpugsJK6C3x8UGe/0vSLzJSHRENj8qaia6DCxXoZbm2Inw+RicEzjEfW5q60alVzGv9eW4KwP8eTo7uC0QZIkCibReKjVMsHhw4fp0KGyEkyLFi04efJkvU0oJyeHF198kQ8++ACdrvwG/Pjx4zRvXtkotVmzZhw5cqTa8axWK0ajsdJPY8WgUaJ0k4mwOpx8vMuCdcz0ykGLXCEyKkVnyxXsQDR5ayqs6KTtrnojWMo/v0HbsSJwGvQCKCqIESjUIlgIbFr1cdZi0ZfkjsBmQn7818mw7i1R4rf2Dfiqj1DPc/OBbJIbSOr9DoqiNO6MyePG1pVFKgK91Mya0AT/1c+IkqlOt8OAZ8Tqf03kzWuLSisyap3vgIHPCg+Jcw2reo2C1uHlr++C3ancM2MHqw5nsPNkLpsSs6+58rvGeB0WlthYvC+dwmObPAdEe3+uGnTUFr9YuH0eKNREeLsvzfn9n2wONb0XV0J5Fl+XtZfmIZXL4U7nmhjYMhj7qe342zJwWoww5hvka9+E0V+KgKngTLk65fmk7QFTtpD73/Sx5znvm1XbZ1mVwnQhGjNzrBhv21fw9QDY/HF5/5REvdMYr8UrQlGGWFxoNaLevMdmHrLS1E9OvF/DFHZwh0Et44GOarakOfhij5vS81oPGAr+8XB0Wd3HkpC4TNRqeaNp06ZMnz6de+65p2zbV199RcuWNVA1qwFOp5Onn36aqVOnVhmzuLi4UvAEoNVqMZlM1Y759ddf89lnn9XL/K40Qd4axneNZtb2lCr7kvKcrLZ3IvqWv2ipykbpNIseg32zYcvnlQ/uMLFyr0VBqueT2i2izrjpYLGqfO8aEXjZSoSxXHiHqlklEMFXsYebyF6PCJnk8wUpbCXCv2jauiqZoECDmrc22OnW5iO6qqy81NeLxwYncDLPgr9OSbSXgzB7KvJbvwVDWP2V3F0EOpWSBwc2Zcn+tLJMoNMFB9MKUcplvDeuPWpl4/myrA8a43WYll/CbztPc3PzqqWvZdhKxCppXVAoIaIL3L2cEKuSjtE+7D1dWOkQu9PFkiQnHUZ9jtKUDbnJ+BrC+HfTaMZ9s73suO0nc3nl5tZoNm9AfnAOrps+gmXPQM8HRC/fhFlgKTx/BlWfk9q7+iAw75RY1LjYpm+nA/b+IoKz89n4EbQadekNr69RGuO1eEXY8J4QI2hbP33RJwocrD/t4IEGLuzgjrbBCkYnKPlwp4VOIQr6RNUxMxbVTfQuOx31J7wkIXEJqdU7/oUXXuCBBx7g559/JiwsjLS0NJxOJ99//329TObrr79GrVZzxx13VNmn0+koKiqqtM1sNuPlVX2j8f3338/UqVPL/jYajQwYMKBe5nu50auVPDE0AbvTyfzdqTjO3Yn3bRbEPX3jeGz2Hoosdl4f3Ybbe8aKFeSKAYtcAe0nwuCXKjdoR3XzfFK/JiLz9OeTwuTWbgG5CnDBqC/dB0ogMldxA8qFHSpiCK6c6aqIMUP0V50XLBk0Kh4fksA7y4/wzLJsDNoCSqwpDGsdxnPDWxLupwPqsdSujsQG6vn+rm48M28/WUaRlQj10fDBuI5E++uv8OwuP43xOly8L41TOSZMYV3x83SQfxyo6kHsQKGEgHgCgS8mB/Ps/P38fU7IRSGXMa5LFA8OaobSoAVDUJnsfkuzjY9v68griw5SUGLD5YLfdqbwUrPrkS+ahuzXSaIk9a9XhKy9SgtjvhNBjruSGoVaXOelYg7Ja93Pt/kNFx8ogbjGd3znef/un0R5okS90xivxctOfgrsmg4dJ9Zbb96MAzZ81NAronEGB7e2UJGU5+ThVSX8McaLJnWRE4/qCv/8Cmd2QpMe9TdJCYlLRK2Cpc6dO7Ny5UrWrl1LZmYmYWFhDB48GG9v73qZzKJFi8jMzKRr166ACIYAVq1axTPPPMOmTZsqHZ+YmEhCght/nwqo1WrU6sa3kuOJEB8tjw9pznWtw7A5nKiVcnadzOORWbsptgpRgxzjuVS5b5S4MTJlg8Uomim9Qqp++PvHigyRu8BmyKuibtvlqlwa4xcDkR09T1Shgq5TYef3VTNITg8eL6V4KHkK8dHyn1FteGxIAoVmOwa1gkCDBh9dw/Mp0qmVDGgezOJH+5BbbEUmk+GvVxHqo70mvcoa43VYUGKjoMTGYXMYYSFtkWceqHrQsNfrvcwzwk/HZ5M6kWO0Umy146NVEWzQoHdjXuytVXFTu3C6xQaQW2xFqZARoFejcvmLBYfcZFj0MPR8UHihOWzieu8wGfbOrHryXg+LMhmVDoa+Ct+ur6ou6R0myk7rgstZ9XOhIiW54nNCfm1lYC8HjfFavOysf1d8T7YcWS/D5Ztd/HrEyg1xStSKxvn5L5fJeLSLhpc3mpm6zMSC0V74ai7yuQQ1F8qcx1dIwZJEo6DWuVQ/Pz9uueWWSzEXli9fXunv5557DoC3336bvLw83nvvPaZPn87kyZPZtWsXixcv5osvPPTFXMXo1Ao+X3ucvacL3O7v3zy4wsF+4qc6vEPhttmw9k2x2uOwiUBr2OtCYlgfCEv/LQQYZHJoebPY5xNZ/bh+MXD3SmFqe/qckWtUd9GzpPZyf7Ok1FTrY2TQqDBoRHB0Os/E2UIzOcUWggyaBmfuKpfLCPPVEeZbD0a4EpedG9qFM3NbCv9als5vt31H3P6P0BxZIK4PvyY4h72BvK5BwzlKrHZyiq04nC70aiXB3hp8dTW7oVUq5ET46YioZLgcBVOWwooX4NhykVkKbiFMNb3DYcgr4BMu+oQsRSKb1Pdf0GFSebY4uCXctQTWvU1u7HCKgjsj1xrwDwjB4FdHyXSNLyQMgwPz3O9vP14KlCSuDLnJsHeWkLY+X+X1Ivn5kBWHE66Pa1jfUbXFoJbxTHcNr24yc+9yEz/fpEd7Map+cgVEdBafTUNeqf+JSkjUM7UKlrZt28Z//vMfTp48ieu8Eo7Dhw/X68TOx9/fnx9++IE33niDTz75hICAAF566SV69ux5Sc/bEAnwUvPaiDaM/WpLWSleKX2bBREdcBFlXr6RcNN7QhTBYRVlOD7hYp8hBKYuA3ORKBfSB9WsNEGuEJ4KE2eDOR9ciMBNoYbBL8Py56o+ZsBzF/SuySoys+tUPm8vO8zJHBMapZzRHSN4eHAzmgRI/i8S9UPzEAMdo/3YezqfUT+fZELH+7j1lkdQYycyNBjv4LpLCYPojfrfqmMs3JOG1eGkabCB10a2pnMTf7zcZJNqTEAc3PI1mHJEb4DWp/zaUuthwLPCeNpuFgGSIRwUFUqEVDqsUT05MmQGLy86xL4zOchlOQxtZeaFG72IDarDtabxgoHPCXNK23l9pyGtIUIqwZO49FjsDjYnCl8zjUpB+0hf2u98H5nWV5Sa1gNFVhff7bcwsIny4jMxDYhwg5ynuml4c6uFB/8y8fUw/cVlyyK7wN/vC6GX0nsNCYkGisx1ftRTDbfccgstW7ZkxIgRKJWVv8S7d+9e75O7FBiNRrp06cKuXbswGBqvT4jZ5iAp08jby4+wLTkXP72Ke/rGcUunyCsiSV1cXEx2sRWj2Y5BqyTIoMFLX03QVpIHKdtgzf9B9jEIiMc16EWKw3uRUqJFpZDh76V2qxq3/EA6D8zcXWV720gfvrq9C1G16QkyZojyQqdDNJQbwi5+RdtmFuOZC8TNqD4YdL4XN9ZVTmO5Ds8WmPl1Rwo/bz1FkdlO/+ZBPDWsBXFBXqgdJjBmgdVIiS6UbIcXhRYHXmolgQZ1jTKdGYVm7vx+G0czqiqSzbq3B72b1Y8KV02w2B1kFlooNNvQq5UEeqk5W2jm5k82YnU4aRnmzTN9/IjTm5HLZISERaALuEB2uTocdrGKv/YNscKs1kPnKcIs17cO40rUisZyLdYnLpeLOTtO8+7yI+SZbGiUcuxOFw6nizhZOv9qnsuIAT3rpWT6090WPtll4aPBWgJ1V0+2dH+Wg/e3WxjURMlnQ3W1D5jMBfDr7cL7rXPVPnUJiYZErZYtT548yZw5c9Bori3Z44aIVqWgTaQvn0/qTLHFjlwuI9iguSImpxm5hbyz8hiL9mficLpQyGXc0iGEp4c1J9Tfg+mczh9a3ABRXcBuxYqSTekynvpsHznFoucqIcTAx7d1omWYd9nzOp1r4u1l7uXiD6QWcjq3pGbBksMOZ/fDgvsgJ1FsM4TAzf8TwhS1beo1Zgmp9K1flMuwNx0KI/4HfvWTgZC4/IT5anlkUDMmdGuCy+XCW6vCoFVCYRqseBEO/0HmiJ/4ItnKrN1ZWB1OZDIY1jqUV0e0Oa80ripJZ/PdBkoA//3zEDPv6UHgZZCZzy6y8OPmE3z39wksdideagX/HtaCXafysDqcDG/px386FxOyemK5x5JfExj9lWjWVl7EHBVKCG4Ooz4XN04ymTDEVTTuUiWJho3d4eTZ+fuZvzuV/s2DGNE+gkg/HQ6niyNrZrL8tILHjrZhXrGJ9wfpCNFffICTaXLy5R4LQ2KUV1WgBNA+WMETXTX8b6eFh/4q4fPrdGhqEzBpfUVpcOJfUrAk0eCp1dUbGxtLZmYdPUUk6hUfnYpwPx2hPtqaBUqWIshJhqR1QommIPXCggvVUFhk5LUlR1iwN6OsJNDhdDFvTwav/3mUogt5eHgFg28ke3KUTJ2+oyxQAjieaWTC11tIzS83yy2xOTiZ41kufvuJnJpNvCAFpt9UHiiBkEr+dTJkHa3ZGKXYrULZa+OHlf2qklbBnEl19+GRuKIoFHLCfLWE++lEoGTKhUWPwMEFlLSdzJcnQpm+IwOrQ1xHLhesOJjBE7/uJbe4GsPaogw2HfFs7no4vQjTOdGWS4nV7mDmtlN8syGZJ/qEsH5qFKtGOxkcq2Zrcg5alZyXeusIWXhbZTPa/BT4eRTknazbBDQGkUnyiZACJYlLisvl4tn5+1m4N41HBjXjwQHNiPLXI5PJUFrzaXt2AU+1zOHZ7hr+yXIyfF4xO9LdG0XXhPe2mZHLYGzzq/N93TlUwZPdNGw4befe5SZKbLU0rY3oLO5FPJjRS0g0FGoVLA0fPpx7772Xb7/9loULF1b6kWgEGLNg1WvwWWdxk/PdEPimvzCCvcgPq2yTjWWHstzuW3Iwk+ziC3vQ5JusvLvCfYBSZLGz6nBG2d9KuQxNNR5FNSpBdLngn3lVeyVK9619A8wX8KKpiPEsbPnU/b6z+6v3sZJofBRnlbnPZ7WczC+73L//t5/IJauommApbS9hXp4XOLzUChSXIVOcWWThh40n+HlCLHfnf0zM7P6E/zERQ/IyArzUjG4bSND+b0Sp6vk4bLDta7FgICHRwPl+4wnm707lwQFN6XN+ieuhP4SvUnQPOoYqeHOAlhC9jIlLTPx2pPbv701n7Mw9Zue2VmoM6sbfq+SJjiEKnumhYUe6gzv+NFFgqUXAFNkFLAXiHkRCogFTq2Bpzpw52Gw2Zs+ezSeffFL28+mnHm4UJRoOTicc/F1kQCq2qRVnw08jofDibugLTJ6/RFwuKDBdOFgy2xwcSfccnGw7kYvzXNYq2FvDyA7u/ZTUCjnd42pgZGk3Q8pWz/sz/qle1vh8rMXVH18xeyXR+KmQKTQ61WUZJXek5Zs97uPYcvpFKT0GRJN7RBPsfeklnk0WB4MT/Gmf8jOao4vKtgcd/JEHuvnSKlCBJtONrUApqbvAeoEMsoTEFeZQWiFvLzvCTe3CqwZKNpMQG4nuXqYG6aeR8UJPDf2jFDyz3sxbW81VBJU8kVPi5F9rS2gTJGdQk8bpq1Qb2gQpeLGXhiO5Dm5bXEx2SQ2rVQKbCU/GxFWXdoISEnWkVsHSmjVr3P6sXr36Us1Por4wZgjlGXfYTHDy74satlTG2x1R/jWTzVYp5ET6ez6uRag3pfeT3loVjw5uRpuIyr1QKoWMzyd3IsynBr0TCrXwefCEXxNQ1kIkQ6WrvnzIN6rmY0k0fHT+Zb/qFU6P3qzxQV40Daqmfy6kJWE73+OL0U1QnhcwdY324e7eTVApLv2NllatYEp7Lfp90yvvyDhAf90JfLy02H1jPA8QEO/ZnPpC1KEEWEKipjicLp6Zt48IPy23dXPTQ5q4Guwl0KRXpc1KuYx726u5vbWKb/dbuWe5iXxz9QFTic3F/StKsNhdPNRJjfwa8dVr5q/g5d5a0o0uxi0ykW6swbUtVwiPxyTpHlKiYVPrjsPc3FymT5/Om2++idFoZO1aDw7vEg0Lp00ETJ7IdC+acCEC9Uo6RVdWfPPVqZg1oQl/XFdA6OrHYMmTkLa3sqltxTEMGp4Y4t5cWCmXMaq5BubdDQcXQWEqTQK9+Pr2Lvxybw+eGJrAW2PasfyJ/vRuGohXNcFbGXIFdJkiPKPcMeA50Pu73+cOrxBof5v7fT4R4F/NjaZE48MQIuStgcCTSxjWsvIqdbC3hvmTY5jX7yzRax6GZc/B2QNCxKAiCcPQnljJgGNvsvqucN4bHs6zA0JZMLkJX44IJsy/fsy+L0Swt5pQPW7LUoOX3sNAxxZcfZ7wPEDvx2ofLBWkikz3/Lth6bNw9h8oya/dGBISNeS3nac5kFbIvX3jUSrO+9x3OeHQQght59aTUCaTcVNTFc9017Arw8HweUbWpbgvW88zO5myzMQ/2Q7+3V1DgPbqEnW4EE185LzSW0OR1cX4P4pJLapBwBTRCdL2eLw/kJBoCNTqSj548CA33HADy5cvZ+7cueTl5fH4448zf/78SzU/ifpCoQH/OM/7o7pe1LABfj58MqEdrcNFpkcug1kToum5ZRoBf0xBdnAB7PwevhkAmz8FU554oLUYinPALno6ejYN5JFBzSqVJHlrlHx/awyRfz8PBxfA3DthxgjIP01UgJ4+zYJ4YmhzJnZvQtNgQ80CpVL8msD4n4U5bilyJQx5VdRR1wa1Hga9AM2uO+8cMXDHQhEwSVw9GELgtlkQ3BLv3V/yag8ZPWLFgoFGKWfO+Ei6rJ5EwPIHkFmKxHts7y9weLHwKivFJwpu/x1t6mZiZg9k3D/TePDM03Q+O5fggMDL9nR0KiUBfn6VMmZlOB34r/o3Kq0BRnxcWfVOqYVRX4hSmtqQfxpm3Axzp4iAaftX8FVf2P1z7XoFJSRqQLHFzvsrjtK3WRAJoW4WIFJ3QtFZYcBeDR1CFLzZT0uQTsaUZSYmLylmcaKNkwVOjuc5+G6/haG/FnMox8FzPTQk+F/95XfuCDeIgMnqgNsWF184wxTRSQSsJ9ZfnglKSFwEtfJZuv322xkzZgxjxoyhW7du7Nixg7///pu33nqLpUuXXsp51hvXoqdEGQcWwLypVbd7BcF96+okcZ2dV0Cm0YbDbqN14tcoNn3k/sBp60WA9PcHok8qpjd0vx/8YjA6ZOQYLZzKMaGVO4k0HyNk25uoTm+uPEb3aTDs9YuTK66IwwpFGZB/SvweEC/U+dQXabZpyhX9LAWnhXGvd5hktueBq+I6LMoQ4h7F2eT6tiXLrgGHlYTtryBP3QHD34GkNXBig5DJbTcOYvtDYHz5GE4HFKULlTmrUSxoeAULA9nLicOBc+vnyP96ueq+gHiYslSsuhszhfqdTCYWAwyhoKpFyaqtRGTadk93v//h7UJOWOKycVVci9XwxbpEPlx5jA/HdyTY2813xl8vC/GjXg/VaDyXy8X2dAeLk+wk5ZcHAkoZ9IpUcFsr1TWXUXJHlsnJfzdbMKhlzB2lJ6g66fSFD0HTQTDyk8s3QQmJWlArn6Vjx44xatQogDKztn79+vHEE0/U+8QkLgHxA2H4u7Dmv0JCHCCsPYz9rs5eQEH+vgT5I/xn5s7wfOCeXyAvubyhM+MA7P4Jpi7DENkZg0ZJTKAXbHhfzNPtGDOhzxN1N65UqMXzri8fJH2A+AlpWT/jSTRsvEPFDxBw7of803BsKdz6Iyy4t3JpycmN0HasuAa9zpXuyRWip+1K97UpFMg7ThIB2+ZPRFADoofjlq/Kg37/mLqVlZpyYP9sz/uP/CkFSxL1RrHFzjcbkhnYIsR9oFSYCqm7xUJGDZHJZPSIUNIjQkluiZM0owulHKJ95Hipro3+pJoQrJfzQi8N/9lkYcpSE7+O9PL8+kSc61tyufDYBCohcQWpVbAUEBBAcnIyCQnl/SXJyckEBV0+l3mJOqAPgK53Q4sboSQPlGqRAfGqx/8/lwusnn2QsBRUzQjZzfDHo3DnQrGqDtXXL9tLgFr6OUhIXA5cTmg9GnbPcP8ePjAfej1Sv9dcfeEVBP2ehI6TwZwPKj3oA8XnRn3hcpaV3rpFKsOTqEd+3XGawhIbozp6KIU+tlyUUYe1u6jxA3RyAi5S2+RaIMxLzrM9NPzfZjOPrjLx7fV69+qf4Z1EmXJOIgS571+WkLiS1CpXPGnSJO6//35+++037HY7S5cu5fHHH2fChAmXan4SdcVhE6vdOYmiqVqmEJmU8PYQ3LL+b9q0vpAwzPP+uP5iJe98Mg6U9zMBtLypmjEGgfrCze9Wu4PUvBJOZBtJLygpkx+XkKhPHE4X6fnifWZEh6vVzUKG2BMHGmCPp9MpPh8Kzgjhk+BW4qalPgMlAI03xPb1vL/F8Po9n8Q1i93h5Lu/k+ndNIggg5usksMKx/8SPTOSGfIlI9ZXzmOdNaw77eC9HR4WSsLaiZ7hJEkwTKJhUqvM0p133olCoWDGjBk4nU4+/vhjJkyYwJQpUy7R9CTqRFEG7PgWtn0lyu68gqD/s9B2zKVb2dYYYPBLkPhXeSlPKeEdAZfo0bgQQc1ECVDKlsrblRoY9l/Q+bp/3DkyC838sOkEP285RbHVQbBBwxPXJXBj2zD8verY6yQhcY4co4Xf96Ty+dpE8kw24oO8WHlHTPUfrA2tzMSUA4cWwbq3RE+S2gDd7oWeD4q+u/pE5w/XvyUMsR3nebTF9oeAakRoJCRqwcpDGaQVmHnUg9IqKVvF92JU98s7sWuQjqEKJrZS8dVeKx2DFdwQf15wqtKJxdvkNdBj2pWZpIRENdQqWAKYPHkykydPvhRzkahPSvJh5cvwz6/l24qzYdnTYCmEXo+C6hIFDQFNYdoGcfN1fKUIoLrdJ/o1vh7g/jFh7SqrcRlCYdwMyDoqJI0dVmFe5x8jVMRKKW2QN+WKlSl9IIVKf1794yDLDpwtOyzLaOHF3w9gsjiY0ifmsvjXSFzdmG0Oftx0gs/WJpVtS84uZs4RK5NbjUTmKYPUZkzVbcXZYMoWJWo6f/AOvzyr3Q4b7JkFf71Uvs1qhE3/g9wTQgGvNjL6NSG4JUxbB2vegBPrQOsHPR6E9uOE0uClpihdKHHiAl2gCAjlUkP+1caPm07QKsyb2EAPgj3HlkNA7OV5z0lwU7yS43lOnl5fQpsgBdE+511z4R2FhLvDJmX6JBoctQqW7HY7X3zxBYsWLSIrK4vw8HDGjx/PPffcc6nmJ3GxFGdVDpQq8vcHoqH1Uvn/KJQQ3BxGfXbOW0YmvpBsJaInYtWrlY9XamHEJ2AIrry9JA9WPAcZB8XfGm8Y8oqYu9JfyDAnrYI/nyzvDwmIR3fLd2QWuO+b+nj1cW5sF0akfzVmoRISNSCryMK3f5+osv2NVakMmPIk0cnrRNamIu1vEypyFck+BvPugbP7xd9qg5Ci7zCx/svgzqfoLGx4x/2+w4tg8Iv1Hywp1RDaBsZ8LVb2ZXLhVXapAxa7VchEL5gmFCtBfC6N/Axi+4neFYmrgqNni9hxMo/HBnvIKhkzIH2/qLKQuCzIZDKmdVDzwgYzT6wp4beR5/UvRXSCvTMhdRc06XnlJioh4YZaBUvvvvsu69at4/777yc8PJzTp0/zww8/YLFYeOihmsluSlwmSm8G3GEziQZuLkGwZMoVgVreSdEc7hNRrqSlMUCXuyC6h1i5LkwTpXY9poFfbOVx8k/D9OGVm+QtRbD0aTCEQeuRkHlQeLVUJDcZ1U838964vxjyYyHnC+MbLXYKzXbqqKMnIUG+yYrFXtVDpMTm4M7fs1k6ZRW6w/PgyBKRFe39qLgh8KrgoVRwBqbfJMrfSrEaYcULQuyk/fhL+yTMBeXKmO7ITa6dOl1hmvgx5YB/rHgOngI+jbf4uVzkn4KfRoqV61KMmTB7gsiEh7e/fHORuKTM3p6Cr05Ft1gPgX7iGqGGepHCDhIXh5dKxoMd1fzfZgvf7rfyQMcK1S2BzcRCUfI6KViSaHDUKlj6448/+O2332jSpEnZtp49e3LXXXdJwVJDQ+tX/X7lJZDwKUyHJf+CY8vKt/lEwuR5ENpa/K3zh5he4sbEbhZCDUp11bFOb/OsiLf6PxDZuaq0uFwBIa1BpiDo9DK6x/Zl24mqY2iUUsmNRN3RqjyXcp7ILibZHkibvv8W/T9yFWjdBAZpeysHShVZ818hiFLffUMVuZBHkq4Wma2MQ/DLrUKOuZTmw2HER6Ks8ErisMGO7ysHSqW4XCLbPuoL0Fykx5pEg8FsczB/9xkGtQhBqXD3We8SPbVhbevu1SdRa1oGKrgxXsmHOyxcF6ukqd+5z1G5QgSvSWtg4HNXdpISEudRq7tGl8tFcHDlUqmoqChq4WsrcbnwDhNZHXdEda9/gQebWdxwVAyUQNw4/TRSrKBXRO0lMk/uAiWA09s9nysnUfQwZR4q21TU9RGSJqxnerOP+Tb2A1JjxnBHjyjOVyntFR9AgJeHc0pI1IIALzVtItybx0b564QCl0IhMivuAiVrCZzZ6fkE+SnVy2zXB/pAUYLmDq/gGvk/mW0OzNkp8POoyoESiM+DDR+Iz4cria0E0tyocJZydj/YjJdvPhKXjBUHz1JktjOwRbD7AzIOijK8yM6Xd2ISZYxroSJAJ+PFDebK94/hncRnomQhINHAqFWwNHnyZF566SUKC8Ub2WKx8Pbbb3PrrbdekslJ1AGfCJj0W2XRBAC/JjDmm/rvhTBmwJ6f3O8rzoKcJPf7PBHSyvM+nwgh5nCudC+/9wtMl49hyI8pvLbqLG+szWD4d0f460g2r41sU/awmEA979zaAT+9FCxJ1J1Ag4bPJnUi3LdydibAS833d3Uj1KearI2lSAQSFUvyzscr6NI3Ouv8RW9hQHzl7VpfkRH2tOByDrPNwZakHPLPHPacIdvzk/h8uJIotRBYjX+Lf9ylybZLXHZ+23maVmHehPt6+P9MWiMypv6xl3VeEuVolDKmtlWzNd3BokR7+Y6IjuBywKlNV2xuEhLuqFUZ3vz588nIyGDZsmX4+vpSVFSE3S7e6F9//XXZcYcPH67fWUpcHKFt4f6/xUpaTqJIcQclXPAG6KKwmapfBc9NhngPSnjuaDpIyImeLz8O0P9p8I0WqfoF95EcfhMf/HKqymGL9qYxsEUI793anmh/PXFBXoT6XqDsSEKiFsQFGVjwUG8SM40cPVtE02ADLcK8ifC7wI13wRmYNxUmzhZ1+lY3WY2+T4r+vEuNfyxMWSo+I9L3QWA8hLYTJbQXkDnPKDTz+p+HmdOtmh5Ju0WU3F5JlGohhb7vF6o0MoL4TNG6zxJKNB7S8kvYnJjDtP7x7g9wWOHkRojuLoRFJK4Y7UMU9AhX8OZWM9fFKvFSyUS5riFU9C1JnmsSDYhaBUvvvfcedrsdpVKJ0+nEYrFw/Phx2reXGmMbJDKZMKD1i77055KrRJ+UOd/9/sCmtRvPJwruXASzJ5Yrisnk0OMBaDVCPLeoblhHfcOPu90EVOf4YeMJfrq7O/6lpXd2K1gKRHOvtnqvJgmJmhDuqyPcV0e/BA9lP+7YO0v8u+4doQq35F/lmRmZDLpMhXbjL5+ktU+4+InzUJLngU2J2ZwtKMEW0NzzQVo/UNVAac7pFAqYMkR5YH0TEAu3/giLHgZrsdim1MD1b5b3VEo0ahbuTUWtlNMjzsP758wO8X8f3unyTkzCLZNbq3hqrZkv91h4qrtWfPaFdxDZPwmJBkStgiWj0chLL73E5s2b+eKLL/jqq6+QyWS8+OKLjB9/iVWbJBo2cpVoZP/7/ar7glvU7GapIgolRHYTmbGidPEF5xcN+uDy/g99ANaY/mT9vc/jMHkmKzaHU9yI5Z+E7d8J4zudP/R+HKK6XjqDXgkJd7hc5T186Xthzesw9D/lGSavYFGGer6UfgMko9BMsdXBIZMfEcEtIetI1YP6PnlhgYeCM8IYd99skCmg692QMKxcSbM+UBugxU3wUFdxPpdDZKgNISKLLdGocblczN91hi4x/ujUHsRXktac+z9v+NfWtUCwXs7weCXf7bcyubWacINcKIYeXwkFqeAr6dZKNAxqtWz55Zdf8sQTT+B0Opk5cyaffvopv/zyC99+++2lmp9EQ8flEl4tOEXp3MDnKwdGcQPEyu3F3IzI5eLDMqqrKOELiK/SKO+l0zGkZajHIXo3DcRHpxJeNl/3h62fQ+ZhOLVZSAav/j/PqnsSEpcCmQxa3lT+d+ZhWPigKMv789+w7avLK6ldB3rFi4WGZ1ZkkHjdjzjiBpXvVOlxDngOOk4Six+eKDgDM0YIufSsIyILrVBB2i4oPOv5cReDUi0WXWJ6QWxf4TUnBUpXBQfTCknKKqZvMw+LX9Yi4eET3uHyTkyiWkY2U6FWwMe7zpXxh3UAZKIUT0KigVCrYCklJYXx48dz5MgRSkpK6NOnD23btiU7O/tSzU+iIWPMgO3fwndD4PNuYoU8srNoDB83A26bJf7e/oOoQ74EyGQyhrcNc6twp1HKuX9AU7QOI6x80b2fzO4ZwhdGQuJy0qSnWOGuiNMODoswXm4kJaLxwV60Cvcmt9jKLb+c5puQl0mcsJ4Tt67AeO8m5P2erH4V3+mEf+aKnkbfKJj4qxBjWPYMzL9PGFjnJrvvM5KQqMCivan46lS0i/Jw7ZzcDA47hEltAw0JvUrGqGYq5h61kZzvEL2Dgc0gee2VnpqERBm1CpZ0Oh05OTmsWbOGLl26oFQqOXLkCP7+9ezwLtHwMeXCsmdh2dNiZdhhg5QtMGu8KJtb9yYsuE98Od38wSUtdYsK0DPvgV4MbRVS1o/eLdafBQ/1JiZAL4w3k1Z7HuD4iks2NwkJt/hGwZQl0HasUHYECO8IU5dDUC1MYC8nxdlC1TI3GUryAQjx0fL9Xd2Y1L0JVoeTd9af5f6lBZzRNBXKmxfysTHllPdv3fg+/PEo7P1FLGzYTLB/jliMyU+5tM9NolHjcLr4Y18aPeICUHrq8zuxXoiXuJPxl7iiDI1V4qeVlWeXwjtA0lqxmCIh0QCoVc/S2LFjGT16NIWFhXzyySccOHCAe++9l7vvvvtSzU+ioVJ0Fg7+XnW7yyUCpUnzQKkCr1DPXkr1SHywgY8mdCTfZMOFCx+tqlwi/EKL0jLP5qISEpcM/1gY8SkMfU1klTS+1UuJXykcVjh7QIhQpO8V22L6wk0fQHALIvx0vDKiNQ8Paord6UKvVhLsXQuzT5kcorpB2p6qPk0gFmZ2TYdBL1x6KXWJRsn2E7lkFFro46kEryQXzv4DrUdf1nlJ1Ay1QsaoZkp+/MfGo50dNIvoDAfmQeZBoeIrIXGFqVWw9Oijj9K9e3c0Gg0dO3YkPT2d//u//2PYsGGXan4SDZXTWz3vy0k61zztQb71EuGtVeGtdXMzpfOHhOvh2HL3D0yQ3r8SVwiNl/hpyOSegB+uF0FTKac2wg/D4P4N4B+LVqUg0r+WIi4gVO863SGCpBPrPR93ZDH0fEhqzJdwy+L9aQR7a0gIMbg/4OQm0SsY2sb9fokrzsBoJYsS7Xy228L/BrYS5bhJa6RgSaJBUGtd2h49etCxY0cAwsPDpUDpWkVVzQ2eTNawegy03jDs9aoGvSC8V+pTcUtC4mrCWgIb/1ceKOn8hRQ4iPLWf+bVrVRGLoc2t4DGB9TVfKaovUEuZYAlqmJzOFn6Tzo94wKQefIFS14vTInVFxHQS1wWVAoZI5oq+SPJzkmjQvhEJlZTPi8hcRmpVWbpcnHkyBHeeecdDh48iEqlok+fPjz33HMEBASwb98+Xn/9dRITE/H39+fBBx9k3LhxV3rK1x7BLUSvhdNedV/TwcLHqIbkmaxkFVk4mV1MgJeaCF8N4bJ8ZNmHxY1YcHMhp1zdzdSFCGwG09bBvl/h+HLQB0GvR8QHsrsgSkJCAiyFkLIZ2o+HtreK8lu5AvQBsPNHsfLb4wFcai/SC8yk5peQV2wlLsiLIIOm3N+sOnwjocsUsYLs6eao10PinBIS57EpMZt8k43enkrwjJmQdVj4lkk0aAY1UbLwuJ2v91l4K6KTEGCymqQgV+KK0+CCJbPZzL333sv48eP5+uuvKS4u5tlnn+WFF17gnXfeYdq0aTz22GNMmDCBHTt28PDDD9OiRQvJGPdyYyuB4e/A0qcqZ5G8w6HnwzU208woNPPi7/+w6nBm2bYgg5rpt0bTes2ryDMPiKBs6H+g0+2g87u4+cpkokek31PQfZroo6pL8CUhcS2gVEOvh6EwHeZMBKfj3HaN6LWSKXHKVRxMLWDKjzvIKS4v1RvWOpTXR7clxEd74fP4hIO8B7S/TYg6VKT59RDbv/6ek8RVxeJ96UT46YSYjztO/i163UJaXd6JSdQatULGDXFK5h218URCF0Id3wqbj4ShV3pqEtc4l8kevuakpaXRsmVLHn74YdRqNf7+/mWB0cqVK/Hz82Py5MkolUp69erFiBEj+OWXX670tK89fCMhZTtM+k1kaNqNgxveguHvQuIakbm5AFa7k282JFcKlACyjVYm/5pC+oB3xAanXUh/Zxys+7wVCtD7S4GShERN0PmDXwxs/LA8UAKwW2D58xDZhXSjk8nfbasUKAGsPJTB9xtPYLU7qBGGYLj+DbhnFXS9FzrfBVOXwcjPwPvSWA9ING4sdgcrDp6lZ3w1JXgnNkBQc1DVIGiXuOJcF6tEJYcfTwWJipLqlGwlJC4TDS6zFB8fz3fffVdp24oVK2jTpg3Hjx+nefPmlfY1a9aMefPmeRzParVitZZ/iRuNxvqd8DWI3eEErwiUPe6Hn2+B8Haij2HnD6A2wIRfapQ2zywy88u2U273FZTYOGryJtIQKvycADa8J0p1tD71+GwkLgfSddhIKSmATZ943n9wAYeiIik0uynHBX7eeoo7e8US6V9D41evIPET3e0iJntpcLlcWB1O1Aq55xvyRsTVdC2uP5qF0WKnd7yHxbmidMhJhA4TL+/EJC4avUrG4Bglvxy28kizbhiO/yUWYiUkriANLliqiMvl4n//+x9r165l5syZ/PTTT+h0lb90tVotJpPJ4xhff/01n3322aWe6jVBZqGZQ+mFzN6eglwmY1L3JrS8fx/BWVuF11LffwlvFUNIjcaz2p2YbZ6bw1PybUItqzRYKjgNdjMgBUuNDek6bKTYzeK684S5gFO5xR53m6wOrI4aZpYaGDa7k9T8EhbuTWXf6QLaRHgztksUkX461MrGKzZxNV2LS/an0SRA7zkYP/m36J8Nbnl5JyZRJ4bHKVmebGeOYwj35iyFvFPgH3OlpyVxDdNggyWj0cjzzz/PwYMHmTlzJi1atECn01FUVFTpOLPZjJeX55Kq+++/n6lTp1Yad8CAAZds3lcrGYVm/vXrHjYn5ZZtW3bgLINahvDOmEGEtKh9iYNereDxfhFE6J0kF7iYsy+XghJb2f7WIWrYlVb+gIjOoPEgDSvRoJGuwwq4XMKMFUAXUOP+viuC2gARnSDffQYYvya0jfDz+PBggwatqpaBRdnr4wJd4BV5fVwuF/vP5DPpu21Y7GJBZ+3RTL7ekMz0qd3pGR+IQt44s0xXy7VYYnXw16FMRnSI8HzQiQ0iULoMXn8S9UeATk6vSAU/nAlnCiqUSauhq+TnKXHlaJDf0ikpKYwdOxaj0ci8efNo0UI42jdv3pzjx49XOjYxMZGEhASPY6nVagwGQ6UfidqzKTG7UqBUytojmew9nV/7AS1GQouP8Fjhe0w4cB9PG99l+a067u0myinig7yIsaeA+dzYcoXIXKkkVZzGiHQdnqMgFbZ9BT+NhBk3w5bPRVa2oaLxgv5PCePY81HpoN2txAV7ERvo/rp8clhzQr1rsZBSkAo7vj33+oyALZ9ckdcns8jCI7P3lAVKpdgcLh6dvYfMQvNln1N9cbVci2uOZFJic9Ar3oORc0Gq8AiTfHoaJTfGq0grhuWGUXD8rys9HYlrnAYXLBUUFHDXXXfRuXNnvv/+ewICyuVir7vuOrKzs5k+fTo2m42tW7eyePFixo4dewVnfPWTb7IyffNJj/t/3HQSo4eeBbc47JC0Btm3g1Ac/RNyklAmriB87s08FHGMR/s3YcYtIYSueVwc7xcDd/wOAedMbvNPiy/BPA+r3RISDZHCVJg5FpY/J8RKMg/DXy+JwKAg9UrPziO52ibkjp0LvR+Hsd/DmG+h1yNkj/udHGUooT5afr6nB/0SyvtGvDVKXr65Nde3CUNe0wxMYRrMGg9Ln67w+rwK02++uICpJF+8roVp4jOnFuQYLaQXuA+IcoutZBkttZ+PRL2yeF8qTYO9CPP1EIyf3CBUG4NbXN6JSdQLsb5y2gTJ+c48WBhW26VrTuLK0eDK8BYsWEBaWhrLli1j+fLllfbt2bOHH374gTfeeINPPvmEgIAAXnrpJXr27HmFZntt4HC6sFTTW2S2OXDUxoTWeBYWP+bWuDZg7XPcccc6dqeZsd70KzKXC9/AUALDmgj54mNbYd3bkH0U/GKh7xPQ7Dqhzich0ZA5vlr4vZxPThIc/gN6PCAk7hsQDoeTZYfzGBwahiP/NIptX4Jcib3tOEwKP46dKWJoay+iA/R8NqkzuUYLFrsTb62SEB8tKkUt1uOSN0DGgarb807AgfnQ69GaleTZzOLzYeXLomdF6wvd7hNlPDU0oHY4q/88szsakOn2NUiR2cbao1nc2iXK80EnNgi5cIXq8k1Mol65IU7JBzv82K0Op3PKFogfeKWnJHGN0uCCpalTp1aqpz6fdu3aMWfOHI/7JeofP72akR3CeW9lkdv9t3SOxEdbi7dScTaU5LnfZzViLzzLgwsLy2KpWzopeWtEEKrDS1Ase6r82LwTsPhx4QPT76l6Ma20WMxkFZox2xzo1QpCfL1QqqQvW4nzsJmF8IjdIpQfDeFClt4TJfmwd6bn/XtnCdNMLw8lRVeIXJOVgaHFhP92I5gLxEaHFeWeGTRJWoVz1AJMliD0GiW+OhW+OhUlVjvZRiunckzo1QpCfbQe+3syC80Umu0Eqiz47/nJ80T2zYaOk4SU8IXIOgzfDS03zC7Jgw3vQtJauO2XGsmQBxg0eGuUFFmqZqQ0SjkhPpoLz0PikvHXoQwsdqfnEry8k5CfAnEDL+OsJOqbzqEKwr1k/GAdRedjK6VgSeKK0eCCJYmGh0IuY3SnKGZuS6lSmtIkQM/QVqG1k9S9wLEu5GWBklYlZ1L3GLIyThO95j/uH7DtK+gypc7BUmZeIV9tSGbWznTMNic+WiUP9otmfJcoAv0kBT6JcxSlw4YPYM9PIljS+YtgvcNtQvbaHTKZ+76fUuQKaFhJJQA0MgeGgzPKA6WKFKYSmLYOeXSzsk1nC8x8svoY83alYnU48dOreGJoAiM7RBDgVR5gFFvs7DiZyyuLDpKSa+Lh3qE8La8m2JQpqFHVuClP+D853ZTdpe4QMtI1CJZCvDW8OrINT83dV2Xf8ze2JNggBUtXkkV702gZ5k2gp/+Hk3+Lnrogz/3MEg0fuUzGsDglMw90Iu3wB0TccKVnJHGt0uB6liQaJpH+OuY+0IsHBsQT4q0hzEfLI4OaMXtaTyL8auihUoo+yLO8uNaPs47ywOTxIQl8tOoYruJcsLjPbOF0iD6mswdFqZ4nbCVixTF1N2QcAmO5GW5+YSGvLT7MD1tSsTlc3NEzhg8ndKRJsD8n8mxkF5bU7jkiSnnS8ks4kFrAgdQC0gtKcF6gvEeigWPKxfXH40KEoLSGviRPmCbvmg72c/41NrPoqSt9rzns0O0ez+N2mSpk8hsY3i4juuSVnvcnLUbrEgsoucUWnpq7l1nbT2N1iLLdfJON15ccZm9KPieyi9l3Op+T2cUcSC1gyo87SMkVtg9LjxnJanm754nUdDHEaoSULZ73H1vueV8FVAo5w1qH8uu0nnSL9cdfr6JTtB8/39Od0R0j0dRW4U+i3sgxWth4PJteTT1dLy5IXg8hrUEhrQc3dgZEK9Eo4Ofs5pCdeKWnI3GNIn2SSNSYKH89/x7WnKl94gAI9FKjrE1PQine4XDL1/DLrSLQKUUmJ+e6j3l3Uz4AKoWM9lF+vLP8KM4+F1gNVmrhm/5gCIVbfxQy48oK5XPF2bDjO9j4YflNbnALGPcThLQkx+Rg6aFsFHIZH47vwNojWUz7aSelsU23GH8+nNCR6ICaqfGZrHY2Hc/mmfn7yTMJOfQgg5oPxnWgR3xg7eWUJRoEtsKzqI6vEH+o9KIfxpQDDqt4b7UfL7bv/AH+fr/8vdbzYeg4EaK6wpmdlQcN7wgJ113W51FTZAolaLw97ndpfJHJxddIZqGFjYk5lfaXXk8L96axZH8aThf8a2gCa49mVTruRHYxh5St6RPdG+XpzZVPEtoOWt5Us34umVy8/jYP3nu1yD776FT0iA/k2zu7YrY50KoU+OklCeorzdIDZ3Hhomech2ApJ1Fkf5sPv7wTk7gk6JQyBkYrmHVyCI8dWoGuf7MLP0hCop6RMksStUKlED0IoT7aagOlwhIbyVlGlv2TzoZjWZzJM2F1OHC5XKQXWTiubYfpnr9xdrkHortDx8nY713LEXUbHCjonxDEjLu7k1MsVur35ykhqLn7k3kFib4Rp10ojv00EozpQgUrZSsc/F00fGt9QVGhbCPrKMy4CfJTScsTxpqjO0awOSmHhXtTqZgE2nEqj2k/7ySrqGaSwSezTUybuassUALINlq5e8bOstV0icZFVpGZ/NRj4B/L2ZFz2DliJX/2nMWBsWvIvv4LUSpmt8LRpbD2jfJASeMNcf3ghxug6z0w/F2I6w+xfeH6N+HW78GnGq+YK4k+UPQEekDW80FQCTWy5Kyq5rS3dIrk78Rs/tiXVnY9NQ0xsO9MfpVjH1iYyuaO71I08gfx+sT0gVu+gcm/1fz18QqCTtVkqFreVLNxKuCnVxPmq5MCpQbCoj2ptI/yw0fnoZc0eb245gKbXt6JSVwyrm+qoQg9C3advNJTkbhGkTJLEvVOttHCR38d45dtKWXbdCoFP07pirdOxZQfdpBltKBWyLmh1QT6t7yboe1j8VM56BOqoX1CLAq5DL1aybZksVL97sZcuo7+kojfx5Z7L4GoSx/7PWz8uHybIRSKzsLcKSJ4KiWik7gxnTsFrOdu7IqzIX0vfl7dARjWJoxHZ+1x+7wOpxeRUWgh+AK+MSarnS/WJboT+8PhdPHjxhP8Z1Rb1EppraIxkZpXQrghgsThs7ljfjrpBeXv7w6R0Xw5ZiERMhmse6vyA9vcAntmihKxhQ9CYDNoOlhkSnbPgOzjMPwdIXPcEIkfBM2vh2MrKm/vMlWojSFMXP30VW9er2sdWuV6KiyxEWzQkFlUWQq4xObgzrkpvDG6K5Nvux5cTtDWsldQqYE+jwsltKwjlffd+L7Iaks0Wk7nmth5Ko+HBnoIhFxO8X8f2qZhmz1L1IoQvZwuvkZ+zExgUnEOsgYmhCNx9SMFS9cYmYVmTmQXs+FYFoEGDYNaBBPqq0Wvrr+3wurDGZUCJRA3QllGCw/P2lOWLbI6nPxxIJs/DmQzLs3Bf0a1Qa9U4l1hKtEBegK91JzJK+HuZQo+GvUnwdnb8MnajTWoDbqWQ1Bs/xIO/V7+oP5Pw7y7KwdKAGl7RCle57tg6xfl29P3EdKpH1H+OuwOV1m/hTvO5JXQNtK32udvsjo4ctZDfxVwML0Qk9WOWnKVb1SczDWhCYzj3l/+qSJ0si+1iFe3aPjqZlAUplV+oG+0yHCWkpMofkpRe4HV1GCDpRyZH7KhH6LsegL90YXIlWpoPx65f0xZWVt6gZkgnYwgg5pso7XssQ5n1evp9z2pTOzehI9XVzYYB5DLEL0omjoYpfpGwR0LhQz54SWiP7LtWPCJrLakUKLhs2hvKlqVnG6xHsopMw6IstjwcZd3YhKXnBuaefHfXT78vWE1/YePv9LTkbjGkJZeriHSC0q4d8YOJnyzlc/XJfF/Sw4x+MP1LD9wFpMbidyLIbPIzGdrqzZh+uiUWB2uskDpfBbuTa10k1VKuK+WGXd3x0+v4shZI8NnnGLyzgTeVD6IqflIFN8Ngp0/lj9AqRGr0QWn3U/w+EpR/lSR0NaE+vvwwx0d0SrlKKsx0YzwZIBYAb1aQdNgL4/7E0K80amlnqXGRrSfjtOFDlLz3Yt9rDqajQV1VfGSovRyQ2V3BLcCdS1FUi4RLpeLEpsdx7kAJ7PIzLPz99P5w330m13CvdkTmJI2mq+OGcinPKA5kW3E13icGbdGV8owKeWyKtfTjpN5NAnUM7RV5ddJrZDz5e1dCK+tYIw7fMJFH9jIj2HwixDSErRSoNSYcblczN+dSteYAM89n8nrQBcAfk0u69wkLj2twg3EKnP4fnf+lZ6KxDWIlFm6RrDaHfy48QT7UwsrbXe54N9z99Ex2o/44Dqs5p7D4XBxtqBqX4+vTkVWoWcHbpvDhdnmqLJdJpPRJsKHPx/rR2JmEWl5ZlqGexPlryM4e3t5OV0pai+xsugJlwsc5X1EaP0gsgsAzSMC8NYVcUunSObuOlPloU2DvQjzq0mwpOThQc1YcTDDzfOBe/vFoVFKwVJjIzpAz/FMo8f9LhdkuvyI7fcULHumfMeBBTDqM/dKbDIZ9HxICJRcQZxOF2fyS/hzfzpbkrKJDtBzb984tp7IZdVhoRpZUGJj3Tlhhg3Hs+nbLLisjyfbaKVZyUla7/6YP295myRrKKkFNmK9bIzuEMa8PZVVKp+dt58Xb2rFk9c155/UAny0KtpE+hDqrZWU5iTcsve0UFSc2N1DIOSwwsmNENW9wZk7S9QdmUzGDaGFfJUaR2JqJs0iPSjqSkhcAqRgqZFjtjkoNNtQyeX4e3ku68oxWpl5XmlcKS4XrD6cWS/Bklal4OFBzdCpFOSbbCzen8aZvBKyiizEBHlWkvPRKTFo3L8dZTIZkX46Is9fcVa2gxvegVWvgv1cgCZTCnUxT6h05X43fk3gtlmibOcc4f7ePDyoGQUlNlYeKg92Wof78MH4Dvhqa2ZQGx/kxccTOvLC7/9QbBVBoI9Wybu3diAmsGaKehINixAfLe2qKcHUquQoFApoO0YYYm77Uqg9mvMhZRuM/gqWPiV6l0AIjoz6HALiLs8TqIbjmUXc+uWWMhNWtUJOr6aBfPf3CY+P+WnrKd6J8EGhkBMboMdqjEOWdYjI+SOJ1AeKEr3t2Tw94ieM5kCWHy5fxGgR5s3gliHEBHrROqL6slYJCYB5u84QaFDTJtxDH9uZHWLxLKLjZZ2XxOWjd0IYv6YW8f3yrbx1z8grPR2JawgpWGqk2B1OTueZ+HbDCf5OzMJfr2Za/3h6xgcS5Maoz+FyYbJWzdyUkmX0nPWpKVa76Es6kVXMrpQ8Qry1PDK4GXnFVt5ZfpR8k422ET4cSCus8thHByUQ4l3Lng2dv/BfaXEjGM+CXCVKoJRqoaZ1YkPVx/Q412B//99gCK7S8J1ttPDIrN30TQjihyndMFnsaNUKTmYXc8/0Hfz2QC+i/C8c7Bi0Koa3D6NrrD+ZRRZkMhnB3hpCDBpUkrBDoyXcT0uvpoFsSaqavbynbxyhPlpQ6mHgC9DtXuHlpdKJ95o+UJSAGjMAmXiveodfcS+Y3GIrT83dXxYotY304ZnrW2J1OCkocV82C+JasbtcKIAIfz1FrlCc0T2Rn94qsrvnMryhC8byzvgFPDO8P7kmG95aFYEGtdvPKQkJd5htDv7Yl8bgliHIPZVJJ64W/YGePPwkGj0q70Cu0//NgsSOPGW0eDYllpCoZ6RgqZGSlGVk9OebKTlXunY6t4RHZu3hlk6RvHxzawLOyzLp1Uo6RPmy70yB2/EGNg+u85z+SS3ktm+2YHMIGbgzeSXsTsnj9h5NeO6GFvSIC2BA82D+b8lBVh7MwOkCb40oWRvTObLGnk1ZRRasDicquYwQHy34NxE/Fbnla/jrVTg4X6zuq72g1yPQ7T5x4+qB/GIrB9IKOZBWyFfrk5HLqCQhnpxVXKNgCUCtUBDpryeyhsdLNHwCvDR8OL4D7yw7wuL96TicLvRqBff2jePOXrHlCocaL9DEVc0a+UWLnwZEvsnKP6kFxATqmdIrli6x/tz2zVZubh9B97gAlv5z1u3jbmwbXlZOqlHKmXHEwo19/kfC3ndQHfvj3HVnwN7rMXyjWuLr5U01nVsSEh5ZfuAsRWY7A5t7CIRK8iF1p1g4k7iqGRotY9FRBz9vSuSJ69tc6elIXCNIwVIjpKDExn+XHC4LlCry+55U7usXVyVYCvBS8+qINtz61eZKN/8ArcO9aRpStxK87CILzy/YXxYoVWTmthRWPTmgrMzvvVs78NwNVix2BwaNkhAfLaoaBEr5JitbknN4d/lRTmQXE+Gr5fGhzRnSKqTqKrVPBIz4Hwx6AWwlQl3LEHpBxTHHeXrf579WVrtnpTyJa4NwXx1v3NKOf13XHLPNgZdGSYi3BnUj7UNzOF1M7tGELjH+ZBSaeX/FUUxWB4v3pfH1HV1YfTgTy3nv+3BfLX0Tgsr+zjZa+GxtIt+p5NzV5WFuufVfKJ0Wilxa/kx28YDLh6DzTywhUUPm7DhN63AfwjwJ7JxYJ/6trgRb4qrAO7IVA47vY8ZmFfcPaimJJUlcFqR6oEZIUYmNjYnZHvevOZLpdnurcG9+u79XWd+FViVnSu8Yvp/STZQP1YJ8k5WT2cUkZhaRUWjGbHNwLMNz8/v+CiaU3loVsUFetAjzIdJfX6NAyeZwsHBvKg/O3M2JbCHqkFYglLq+2ZBMsTs1P7WXWNkPbS36k2ogzeynUxPu4QtZLoOE0Lr3dUk0frw0SmICxXs4yl/faAMlgAAvFW0jfXnyt33EBHrx97nPlhKbg49XH+fL27vQK174mqgUMsZ0iuTX+3sRUaGHcO/pfADMNidfb83khp/OMHRmFrf8cprvtpyhoMRW5bx1xWJ3cCbPxPGMIlLzTFjtnsuMJRovyVlGtibnMKilp/I6l/AAC2klzMklrm68ArnR9xQFFpi3y4PqrYREPSNllhojMqqUh1XEUzmbTq2ka2wAM+7uRrHFgUIuI8igqbU5anKWkRd+/4etybkARPnr+M/INozsEMEf+9LcPkZZR4PAzEIL7y0/6nbf9xtPcHuPJnh5EIioDaG+Wt4a046p03dUMZV9dHCCVCMtcdVhc8BHfx0DhNiLQibDfu7Nv+tUHk/N3ceErtHc0SuGUB8NrcJ9qviyXej6ru9VucxCM1+tT+KXbSlY7E70agV394nlrt5xBNe291GiQTN7ewreWiXdPXkrZR0Tgipdpl7eiUlcMUKjmtKz4BBfrdMysXuTGpfwS0hcLNI7rBHip1dxXeswj/uHeFyBEwR4aYgO0BPhp6t1oJSaZ2L811vKAiUQvUn3/rSTUR0j3N6oyGXQIboWildOBxSkQtpeYSRbcAarzVamKnc+DqeLNDdy5RdL97gA/ni4L4NbBBPsraFjtB/f39WVu3rHelTsk5BorBSabWQWCYGXTYnZXNc6tNL+3GIrX65P4qFfdmPQKN0aWHeI9sVT332nJn5lEuP1QZHZxlvLjvDDppNl5YEmq4PP1ibxyZrj9eYZJ3HlKbE6+HXnafolBHv+rjq2XIj9BDa7vJOTuHKEd2CEfAupBRYW73e/QCshUZ9IwVIjxKBR8dzwlgS6kQp/eFAzQnwu3crq5qQct+axLhd8syGJyT2qemC8OqINwTXNyNhKIGkNfN0PvhkA3wyEL/sQnbGaOzoHenyYrh69WfRqJe2ifPlkYmeWPNqX6VO7MaRVaJU+MAmJqwF1hVXZ/lEynh0Q4vZ6ndYv3mO5brBBw2sjqzZbGzRK3rqlXbW2BrUl22hh4d5Ut/tmb0upF2VPiYbBH/tSKSqxM+y8AL4MqxFOrBdeeXWsXpBoRGgMxIb40VmTymdrEnF6KrORkKgnpGXyRkpckBeLHunDsgNnWXUog0CDmru7h9FMZ8TXnAbKUCFZXI+4XC7WH8vyuH/fmQLevqUNMpeDTcn5RPrpuLtPLLGBXuhrmpHJOwmzJ4jsUinmfJTzp/LYxBUsOqSk0Fx55TjIoL4kAaJBq8SglS6Rax67DYzpkH/mnOlxFhTnQGgr8I4Ar8YtXeDvpaJ300BkOOlVvArfBT+ycNwPrEiBFclWAvQK7u7gRbPoUI8ZIr1GyeiOkXSK9uOHTSdJzS+hT9NAbukcRdT5/mh1JMdorVIiW4rd6SLfZCPG87qKRCPB5XLx46aTdGri57mnNmmtMBmP7Hp5Jydx5YnszOiMFbySFcnSA+nc3D7iSs9I4ipGuhNsxET567mnSyC3R+egOLMZ9c4tYM6D9P0w/F1oPRI03vV2PplMRlyQl8f9oT5aDEl/8kjar9zdfBCazhNR+/rV/AR2K2z7unKgVIGgPZ9yV9d/8+nG9LJtOpWCb+7oSqh37QQqJCRqhMMKp7fC6teh7+Pw6yQoySvfH9sPxnwj1BcbKb46NW/e0o7M1GR8V3wCphwiZw9malQPxscPRK3zRr1/LWjvB//rPY7jo1PRLsqPd8a2x2J3oFcrUXiqzasDF+pN1Gsar9iGRDmbEnM4craIF29s5eEIFxxZAqFtQCcZG19zBLckQbuIDvJC/rfqODe2DffswSUhUUekYKkRk1Fo5lhqIeuOawjyvp7uvSZxOjOPFj3NhKcsxi/8JIS1q9dzju4YyedrE92KSzzU3Z/g/a9B+l68T6yDY7/D7fNrvvJuM0HGPx53y7KOcP9AH5qG+rE7tZiW4T70Swgm3Fdbtw9JazEUnYWjy6AwFZoNhZDW4BN+4cdKXN0UpsEvt8KY72Dhg2A+z6fs5N+w/j244S1hwpq2G05tFv0TTYeAbwQoGn75ZmyQF5FObZmRLGoDsk6TMKh0kLINQtuBLgAsReQ7NKQXmFl+4CwWu4Pr24TRJEBfJn6iVspr3QtZG4IMGpqFGEjMrKq+2SHK1215skTj45sNScQG6mkT4eP+gNTdUHBG8la6VlEoIbIzt6Ys4eWiSSzen8aojpFXelYSVylSsNRIScsvYeqP2zlaQa5bJjvOKze35pNdFmIMQ7k/+yz+wS1Boaq380b4afl8Umcen7MXq6Pce2V8h0CGeCVD+t7yg9P3QnF2zYMllR5C2sKZne73BzbFsPMLRp/8m9HhHaDFq+BXM6lYh9OFxeZArZRXVs6xmkSD8Px7wXXu+Wz9AoJbikDPNwoAk9WOUn5pbwIlGiDJ60HrC+b8qoFSKceWQs8H4OfRIrgqRaGG2+dBkz6UOGTI5aBRKiix2ZEBWlXD+vhVafSgDxAGn2O+hg0fiOCvlE3/I+/OtXx1WMvXf58o2/zV+mSuaxXCG2PaEXIZMrzB3hq+uaMLd3y/ndT8krLtsYF6PpnYiQAvSQ2vsXMgtYANx7N5ZFAzZDIPC2GHFoJvJPjHXs6pSTQkonvQ7MT7dA2y8cHKY9zYLrxGViQSErWlYX1bS9QIs83B52sSKwVKIEQW/rvkEN/f1Y27Z+zguuYJdHFY6zVY0qmVDG4Zwup/D+BQeiHFJSW09zYSnLIU3z/frvoAa3HNB1eqoef9sOen8sClIp3ugEWPiBvX7GNQlA4TZgolJA/YHU7O5JUwd9dpdqfk0yzYwO09mxAdoBeqXsazlQOlUrKOwLp3yBv4BosP5bL8wFkCvNRM6R1L02BDvTasSzRgcpNFRqUo3fMxHW+HP5+sHCgB6PxIK1GzcdcZVhzO5PaesRSV2Ji/OxWZDG7vEUP7KF9Caulxdqmw6IJx9Hgc/ZlNcOLvyoESgM6fZKOqUqBUyl+HM7nhWDZju0RdlrnGBxuY/2BvUnKLSck1ERvoRXSAvtZ+cRINk8/WJhLmo6VnvIfms9wTIrPUbjx4CqYkrn70ARDcgnHm5TyXO4LZ21O4s1fslZ6VxFWIFCw1QnKKrczbfcbtPqcL9qcW0CrMhxl7i2iXoKG+b+s1KgXRAXqiA/SQdwo+HQhON3K9MjnoPQcybvGPg9tmw8IHyntDND4w+CWRATLnlx97cqNotK8mWPontYDbvtlaJjG8JSmHmdtO8fmkzlzXKgRV8nr3gRnA/jmcaXY/ryw6VbZpyf507u8fz4MDm1Zqdi8osWG2OdCrFXhr6y84lbjCNOkFO7+HoObl2/xiyG87BYtXGIbs/XhF94C/36/8OLmC1JG/MnFhASm5B/nkto78769j7DtTnp1adzSLPk0D+XBCxwZxk59VbOegbghDe3ZCMffOKvutzYbz4/4SN48UfPt3MgNbBF82L7IwXy1hvlq6x0lqDlcTB9MKWH7gLNP6x3vueTswX3zuh7e/vJOTaHjE9qHJju8ZED2aj/46xuhOkfhI38ES9YyUr2yEOJyuspt/dxSW2NCpFeSa7Dhcl3jVTecvVvfc0fF28Kre86kKKp3oGXpgI0xbD1OWwshP4MifsGdm1eMdVWXMS8ksMvOvX/dWea1cLnhq7j7yTLbyHg13OKxug8CvNySTUSh8nQpLrGxJyuH+n3cy+vNNPDJrD3tS8jBKXi9XB2HtxHu8JA9C25I7+F1W957J1KM9GL0ulKfyRmPxqtrbZm0+gh8POEjJNdEmwoe0fHOlQKmUTUk57D6VV2X7lcDhdPHA7ymkycLAUlh1v9qHPLPnz52CEht2ScJXoo58sPIYYT5a+icEuz+gMFXIhcf2Bbkk5nHNE9AUfCIY51xBic3BJ6uOX+kZSVyFSMFSI8RLrfDc9Ap0jPYjMdPI8LZh6NSX+MtE6wNDX4UeD4Ly3Oq4Sge9HhHZII2h9mMqlKJXKKKj6HeaO0V8OZ6PV7DoJ/FAXrGNkzkmt/tMVgcpOSaI6+95HqFtOJrn/uZv+YGzWO0O/tiXzsRvt7I1OZf0AjPrj2VxyxebWXckE7vD842lRCPBNxLu/AMS11I04lu+K+jOPQtOs+d0PukFZpYdymFnhku8FyuQmzCOuf+IIGhQyxCW/OPZOHHGlpMUmW2X9GnUBC+NkmbBBpYcNeJo0qfKfl36dobHe85TD2oRgq9OWtGVuHi2Juew5kgm47pGec4q7Zstvleiul3eyUk0TGQyiBtAQOYWRiWo+XHzSY6eLbrSs5K4ypCCpUZIoEHDqyNauy3V7hDlS0GJDZ1KwcAWHlbm6hvvMLjuNXh4Ozy0FR7aDkNeAW8PRoK1wRAC7Se433f9G+DtWbHO6cmM5Rxmu1M0BzfpWXWnTEZm3//yydZ8t4+12J3km2z8d8kht/tfWnSAzCLJHPOqICAORn1GtiqCLzdXDXo+2lZIfv//VNrmkivLgmWFTIbd4fm9aHO43KpLXm6CDBr+M6oN3+/KJavXyyA/r0o7bTeDmigIc1MyqFcruK9/PNp6NIeWuLZwOF38d8khmgZ7ee5VyjsBSesgfmC99uJKNHJC24IhhJuKFxLqo+WF3/+RjGol6hUpWGqktI30Ze79vegQJTIrBo2SO3vF8MjgZhxKK+S3B3oR6V8zpbi6YLTY+f/27jwuqur/H/hrVhgBAUFABFGQRQQEGVnCFUXKpY8Kih9BpcIwFNOf61c/pmWa1idTKZUUF8SljLRE+7iVaIYouOFCKokoILLLsM3AnN8f5CQ5LC4xC+/n48Hjwdw7y/vMnfe999xz7jn3iivxe5EMeRwz1Js4AsbdwHhCPCyvwa2CCtwtqkRZVdPd5ZolMgaGfwwErPhrVD1TB2DSN4B9YLOztht1EKCzgfL7JwQ8DmxMOjRUxoJ3AAPmNtwbBQCWfSEP/wk/Fpojp0R5y1RgbwvkllU12R2yrEqGksoXLDNRPyJD3CioUjoZatq9csQVOKBu4jdAZ0cAgFH+Gbzu3HCxIvVuMfydmu6OGuxppTYtMu5WRtgY2hdbMgXIH5+E+m6vNaxwGoX772aiUr8HEiK8EdTXCgIeBxwOMLSXGX6Y4Ydunf75/Q3RXvsu5OB63mNM9e0OblODNqTtADqYAF2pVYk8hcsFeg6FIO8C3nFmSL9Xil3n7rX8OkJaiQZ40FAdhHyIu3fC9re8UC2tAwMg4HFRL2fob28KURsMS5xbVo0Vh27g2I2HkDPAUCTAnAB7vNG7C67mluODH64hv7zh3p5+3Y2xOsgNdp1foFuevllDtz7X4IZ7iPi6DctaYNFRF6vHuSIiPu2Zk9z5gU4w0f+zS1HHLsDg/wPE7zQM9iDoAK6eCQbqVqDDqQeokjaeJPf13hawMhbhfmnTN7sDoAnytExzQ9LG/PYI4/sPRrepSUBdDURcAaKlBjjxezHO/VGCaQNsYWUswoO//WZsTfXargW4FTro8OHVwwQ9zfRRK6tH9bh4yMHF1UI5lu65jrtFldAVcDFtgC2OzBoAkZAHQ5GABjUhL6XgcQ1WH8nEYIfOsDdvYiL13LSGP/ewhq7ahDzN3AUwtILz3R0Y1msWPvnpJgbYm8L2Rc45CPkb2uNouE56QkAFw1g/qqhBxM4LuJn/V9/g8moZlv94AxxwcCQjX1FRAoAL2aUIiU3BwRl+sHqRFi8uF+ho+Vwv4XA48LUzwY8z+mP9yVu4kfcYVp1EmDXUAS6WHRuGDn+CJ2i4P+Updp31cXjWAGw5/QeSbxXCUCRAxIAeGGDfMOJXTZ0cHUV8PK5+djCHLoa6MOlAw4trE6cuHSHgcSBT0qXOpWtH6OvwGw1oYsMYDs30w/bfsrHh59tYHeSGc1lFOHQ1H1wOBxPE1hjjbokuhqK2LEar/DVXUQdcyy1H+PazisEbamRyxPx8B3G/3sWPM18wnwn5E2MMi7/PAI/LQai3jfIn1dUAKRsBEzvA3LltAySagcNtmKD4/NcItbuN63nmeH/fZSS+9xrNj0hemkZWloqLi7F06VKcP38ePB4Pb775JhYuXAg+XyOLo5EelFQ3qig9bcPJ21g8ohdS75Y0Wl4kkSL1jxJYebbdyVUHIR+uVoZYN9EdlbX10BXwWt3licfloIepHj4Y7YzH1TLweZxGE16aG+hgfYgHIuLTUP9U/2ghj4t1E91hbqj64aDJq9PZQAcrx7piwXdXGy3X1+Hjs+A+z0yGyuFw0M1ED//3hhPKqmXgcTjw7dEJU1/rAaDhQkeTN7GribIqKTb+ckfpKHdV0nrsT3+AecMdaSJI8sJ2p+bgZOYjzBvuCH3dJo7hl3c3jFzqHkbzKpGmdeoBdO0L3UtxmDFwPT48loOPD9/AR/9yUXVkRMNpZO1i9uzZMDc3x5kzZ1BUVIT33nsPO3bsQEREhKpDazdu5j87tPATxZXSJkfh+/VO201c+TR9HQH0dV6sq5CugKf0xnU+jwtfOxP87/0B2HM+B78/rEAfKyNM6GeFrsbq11pAXo5IwMMIFwu4dDVE/G/ZuF9aBZ8eJviXhyWsjJq+ACDk82Bm8Nfvp6n76NRRRY0MGXnPDnn+xOWcMjyulrXZ3EpEu1x9UIYPD11HgLM5PG2amC/vYQZw7QDg+Dqgb9q2ARLN4zgCKLwFu9+3YKpvJLb+ehdOFh0xybubqiMjGkzjKkv37t3D+fPncfr0aYhEIlhbWyMqKgqfffaZ0sqSVCqFVPrXjfYSiaQtw9Vals1UBnT4XKU3wgOAXWe9fygi1dAV8GBvboAlI3qhtk4OXQFP7VsLVEFb8lBfVwDnLgKsGOMCaZ0cIgFPq+9N0xHwYG6gi/slyu/P62IoQod/enoC8kqpSy7ml1cjYmcabEz0MNmnie531aVA8hqgky1g079tAySaSagH9B4LXNqFoV3ckePsiqUHr8HMQAfDnF/BCL2kXdK4ytLt27dhZGQEc/O/fvR2dnbIy8vD48eP0bFj4/mHYmNj8eWXX7Z1mFrPwcygyft1xnh0xfEbBc8s53E5GOHa9FDfmozP44JPXZGapG15KOBx20XXMzMDXUQOskVafLrS9VNfs4FIqHGHkXZNHXKxWFKLsK2pYIxhboCD8lyqrwV+/hiQ1zdMH9HMyKeENGLuDNj4AWlbMWXohyirMkbU7ouIneKJIY4tDw5FyN9p3N6nsrISIlHjVo0nj6uqnh3mOTIyEunp6Yq/5GQlk5uS59bFUBcJ73jDuEPjrm2v2Zkg2r8n9P52tVlXwMXXkz1haUTd09ojykPN5drVEO8NssXTDWgCHgcfvtkb1tTdVOOoOhcfltcg5OtzKJZI8X9v9IKRsoFw6mXAqdVASRbgEQboNjFCHiFNcXwD6GQLXvIqzOwDuFkZYtrONPxwOVfVkRENpHGXBDt06IDq6sZdQp481tN7touXUCiEUEijkr1qXC4HLpaGODxrALKLKlEkqUVPcwOYG+jARF8HC95wwtv9e+BG/mPo6/Jhb6YPMwMdCPnUZac9ojzUXBaGIrzTvweCPK1w9UE5+FwOelsawlRfCEMa8VHjqDIXL98vQ+SuhgFxlo5yRhdlF89k1Q0VpfzLgMdkwMi6zeMkWoDLA9wnAWnbITjxH7zvvwxbdEzw/r7LuJlfgbnDm2jRJEQJjass2dvbo6ysDEVFRTA1bbjZMysrCxYWFjAwoKtPbYnL5cDSSKS0tchQJIChSAA7M5rjgBBNZ2qgC1MDXfQ0o30seX6yejm+Pv0Hvjh+C91N9fD/AhxgrKyi/TgXOPUJ8DgP6DsFMLVv+2CJ9uDrAp5vAZfiwT++BNO9psPa2A1fn87C2TtFWB3kit6WhqqOkmgAjatWd+/eHZ6enli1ahUkEgnu37+PjRs3Ijg4WNWhEUIIIeRPcjnD/649xOvrTuPzY79jhGsXLBvl/GxFqV4KXEsEfowGaisA7+lUUSKvhkAX8HwbsPQAJyUGowpi8eFQM5RVSTE65lcs+O4K7hVXqjpKouY0rmUJADZs2ICPPvoIQ4cOBZfLxZgxYxAVFaXqsAghhJB270FpFY5k5GPP+RxkF1XBxbIjVo51RXeTv3WVrykHsn4GbhwEqkqAbj6A/XCAT0PRk1eIx28YIc/UCcg8hJ5nZmNVjyE4YeWPg9cLsD/tAQY7dkaQpxWGOJpBT0cjT43JP0gjfxGmpqbYsGGDqsMghBBC2i3GGMqqZMgursStggpcfVCO83dLcPuRBAIeB2KbTgj37QFHCwMADKguAUrvAUW3gLwrwKNrDW9k4dZwf5I+jVRG/kHmvQDTnkBOKvg5v+H16hMYomeJX42H4VR+PWbuKQSfy4FHNyN42nRCb8uOsOusj24mHaBPFah2rd1tffbnBECaOs8LIepOT08PHE7zcw9RHhLyz2pNHgKtz8Xyahmm781ARl5Fi+9pbawL1858GOT8hJvZEtxU+ix9gD8ITM8MqBQCGcUAilt8b0JengkgHAXUl4LzuBR4nAVPZMGaY4RLcntcyGa4kF3a7DvwOMCWUDd4dW9iMuWntDYXifriMNbU9KHa6eHDhxg0aJCqwyBEa6Wnp0Nfv/mBPSgPCflntSYPgdbnIuvQCdLA/zT9hHopUPfXZLc8LtBRoPz0gv35R4i64Pz597Qy6IE1c2s//3IieHfPtvjerc1For7aXWVJLpfj0aNHrarpSyQSDBo0CMnJyRrxQ9ekeDUpVkCz4lV1rK3JrefJw1dF1d/Lq0blUW+qLk9rc0sVufiqqfq7bmvtqbzaUFZNzi3SoN11w+NyubCwsHiu1+jr62tUkmpSvJoUK6BZ8apzrC+Sh6+KOn8vL4LKo97UvTyqzMVXTd2/61etPZW3PZWVqB+NGzqcEEIIIYQQQtoCVZYIIYQQQgghRAmqLDVDKBRi5syZEAqVzDSuhjQpXk2KFdCseDUp1rakbd8LlUe9aVt51Fl7+67bU3nbU1mJ+mp3AzwQQgghhBBCSGtQyxIhhBBCCCGEKEGVJUIIIYQQQghRgipLhBBCCCGEEKIEVZaaUFxcjKioKIjFYnh7e2PlypWoq6tTdVgKmZmZeOutt+Dl5QU/Pz8sWLAAJSUlAIArV65g/Pjx8PDwgL+/P/bv36/iaBvU19dj8uTJWLRokWKZOsZaVlaGBQsWwNvbG/369UNUVBQePXoEQP3ivX79OkJDQyEWi9G/f398/PHHkEqlahmrqqh7LrfGkSNH4OzsDA8PD8Xf/PnzAWjWdi4pKUFAQABSU1MVy1qK/8CBAwgICIC7uzvGjRuHS5cutXXYTVJWnmXLlsHFxaXRtvrmm28U69W5PJpIG/K7OdqS+83Rtv0C0UKMKBUWFsbmzp3LqqqqWE5ODhs5ciTbsmWLqsNijDFWXV3N/Pz82Pr161ltbS0rKSlh06ZNY5GRkaysrIx5eXmxhIQEJpPJ2G+//cY8PDzYlStXVB02W7duHXNycmILFy5kjDG1jTUsLIzNmDGDlZeXs4qKCjZz5kz27rvvql289fX1zM/Pj+3cuZPV19ez/Px8FhgYyL788ku1i1WV1DmXW2v16tVs0aJFzyzXpO2clpbGhg0bxhwcHNi5c+cYYy3Hf+7cOebh4cHS0tKYVCpl27dvZ97e3qyqqkqVRWGMKS8PY4yNHTuWff/990pfo87l0VTakN/N0Ybcb4627ReIdqKWJSXu3buH8+fPY/78+RCJRLC2tkZUVBR2796t6tAAAHl5eXBycsKMGTMgFAphbGyMkJAQXLhwAceOHYORkRFCQ0PB5/Ph6+uL0aNHqzz2lJQUHDt2DMOHD1csU8dYr127hitXrmD16tXo2LEj9PX1sWLFCsybN0/t4i0vL0dhYSHkcjnYn4NacrlciEQitYtVVdQ9l1srIyMDLi4uzyzXlO184MABzJs3D3PmzGm0vKX49+/fj5EjR8LT0xMCgQDh4eEwNjbGkSNHVFEMhabKI5VKcevWLaXbClDf8mgqbcnv5mh67jdH2/YLRHtRZUmJ27dvw8jICObm5opldnZ2yMvLw+PHj1UYWQNbW1ts3boVPB5Psezo0aPo3bs3bt++DQcHh0bP79mzJzIzM9s6TIXi4mIsWbIEn3/+OUQikWK5OsZ69epV9OzZE99++y0CAgLQv39/rFmzBp07d1a7eI2NjREeHo41a9bA1dUVgwYNQvfu3REeHq52saqKuudya8jlcly/fh2nTp3CkCFDMHDgQCxduhTl5eUas5379++P48ePY8SIEY2WtxT/nTt31LJ8TZUnMzMTdXV12LBhA1577TUEBgbi66+/hlwuB6C+5dFU2pDfzdGG3G+Otu0XiPaiypISlZWVjU7qASgeV1VVqSKkJjHG8MUXX+CXX37BkiVLlMauq6ursrjlcjnmz5+Pt956C05OTo3WqVusQENrze+//47s7GwcOHAABw8eREFBARYuXKh28crlcujq6mLp0qW4fPkykpKSkJWVhQ0bNqhdrKqiSbnclJKSEjg7OyMwMBBHjhzBvn37kJ2djfnz52vMdu7cuTP4fP4zy1uKX13L11R5Kioq4OXlhcmTJyM5ORmfffYZdu3ahW3btgFQ3/JoKm3I7+ZoQ+43R9v2C0R7UWVJiQ4dOqC6urrRsieP9fT0VBGSUhKJBLNmzcKhQ4eQkJAAR0dHiEQi1NTUNHpeTU2NyuKOjY2FUCjE5MmTn1mnbrECUMwSvmTJEujr68PU1BSzZ89GcnIyGGNqFe/x48dx9OhRTJo0CUKhEPb29pgxYwb27t2rlt+tKmhKLjfH1NQUu3fvRnBwMEQiESwtLTF//nycPn1a7X6Tz6ul36mm/Y79/PwQHx8PLy8vCAQCuLm5YerUqYruQZpWHnWnDfndHG3O/eZo236BaD6qLClhb2+PsrIyFBUVKZZlZWXBwsICBgYGKozsLzk5OQgKCoJEIsF3330HR0dHAICDgwNu377d6Ll37tyBvb29KsLEDz/8gPPnz0MsFkMsFiMpKQlJSUkQi8VqFyvQ0JQvl8shk8kUy550oenVq5daxZufn68Y+e4JPp8PgUCglt+tKmhCLrckMzMT//3vfxX3pQEN98ZwuVy4ublp9HZu6Xdqb2+vUeU7ceIE9u3b12iZVCqFrq4uAM0rj7rThvxujjbnfnO0bb9ANB9VlpTo3r07PD09sWrVKkgkEty/fx8bN25EcHCwqkMD0NBVbOrUqejbty/i4uLQqVMnxbqAgAAUFRVhx44dkMlkOHfuHA4dOoSgoCCVxPq///0PFy9eRFpaGtLS0jBq1CiMGjUKaWlpahcrALz22muwtrbG4sWLUVlZiZKSEnzxxRcYNmwYRo0apVbx9u/fH4WFhdi8eTPq6+tx//59bNq0CaNHj1bL71YV1D2XW8PIyAi7d+/G1q1bUVdXh7y8PHz22WcYO3YsAgMDNXo7t/Q7DQ4OxqFDh3Du3DnIZDLs2LEDxcXFCAgIUHHkyjHG8MknnyAlJQWMMVy6dAnx8fEICQkBoHnlUXfakN/N0ebcb4627ReIFlDZOHxqrrCwkEVHRzMvLy/m4+PDVq9ezerq6lQdFmOMsW3btjEHBwfWp08f5u7u3uiPMcauXr3KQkJCmIeHBxs6dChLTExUccR/WbhwoWLocMbUM9aHDx+y2bNnMz8/PyYWi9mCBQtYeXk5Y0z94j179iwbP3488/T0ZIMHD2Zr165ltbW1ahmrqqhzLrdWamqqYlv6+PiwFStWsJqaGsaY5m3nvw+13VL8Bw8eZIGBgczd3Z0FBwezy5cvt3XIzfp7efbu3cuGDx/O+vTpw4YOHcoSEhIaPV/dy6NptCG/m6NNud8cbdsvEO3CYeyp9l1CCCGEEEIIIQCoGx4hhBBCCCGEKEWVJUIIIYQQQghRgipLhBBCCCGEEKIEVZYIIYQQQgghRAmqLBFCCCGEEEKIElRZIoQQQgghhBAlqLJECCGEEEIIIUpQZYkQQgghhBBClKDKEiGEEEJIG4qJicHkyZMBAD/++CNGjhyp4ogIIU2hyhIhhLRz33//Pfz9/Vv13M2bNyMiIuIfjoiQ9uPNN9/E4cOHVR0GIaQJVFkiKvHzzz9j4sSJ8PX1RZ8+fRAWFobs7GwAwOHDhxEYGAixWIx33nkHS5cuxaJFiwAAjDHEx8cr1k+aNAnXrl1TYUkIaV+mT5+OrVu3qjoMQl5YTEwMBg0aBC8vLwQFBeHkyZNITU3FwIEDsX79enh7e8Pb2xsrV66EVCoF0PKxx9/fH7GxsRgzZgw8PDwwZswYnDt3TrH+4sWLCAoKgru7OyZOnIgHDx4o1j19sSI1NRX+/v7YtGkTBgwYAC8vL0RHR0MikSieHx8fjyFDhsDb2xtz5sxBdHQ0YmJiWlX2PXv2YNiwYRCLxRg9ejT279+vWHf9+nVMnjwZHh4e6N+/P9avXw/GGAAgLS0NoaGhEIvF8Pf3x7p16xTfTUxMDN5++20EBQXBy8sLFy5cgEQiwUcffYRBgwbB19cXc+bMQVFR0fNuKkLUAyOkjeXn5zMXFxd28uRJxhhjJSUlbNKkSWzevHns4sWLrHfv3uzkyZNMJpOxY8eOMWdnZ7Zw4ULGGGMJCQls8ODB7ObNm0wqlbL9+/czsVjMCgsLVVkkQlrt5MmTLCQkhPn4+DA3NzcWGhrK7t69yxITE9nEiRPZihUrmLe3N/Px8WGLFy9mUqmUMcbYwoUL2dKlS1lkZCRzd3dn/v7+bOfOnYr3HTJkCEtMTFQ8PnfuHHNwcGjxcxljLDExkQ0ZMqRV8W/YsIGFhYUpXtdczDKZjK1bt44NHDiQeXh4sEmTJrGbN28yxhirrq5ma9asYQMHDmRisZiFhYWxK1euKD7HwcGB7du3jw0fPpy5ubmxyMhIlpGRwUJCQpi7uzsbN24cy87OVjw/KSmJjRo1ivXt25eNHTuWnTlz5nk2C2knUlJSmJ+fHysoKGByuZzt3buXeXt7s19//ZU5ODiw999/n1VUVLC7d++yYcOGsS+++IIx1vKxZ8iQISwgIIBlZ2ezqqoqtnDhQhYYGMgYazjGicViFhsby6RSKUtLS2N9+/ZtlEdP8u9J3i5btoxVV1ez7Oxs5ufnx2JjYxljDb/zfv36sfT0dCaVSllCQgJzcHBgGzZsaLHsOTk5zMXFhWVlZTHGGDt9+jRzdXVlBQUFrLS0lHl5ebGYmBhWW1vL7t27xwYOHMj27t3LsrKymIuLC9uxYwerra1l2dnZbPTo0WzFihWMsYZ9gpOTE/vtt9+YRCJhMpmMRUdHs7fffpsVFRUxiUTC/vOf/7CQkBAml8tf3cYkpI1QyxJpc506dcLhw4fh7+8PiUSChw8fwtjYGAUFBUhMTMTw4cPh7+8PPp+PgIAADBs2TPHa3bt3IzIyEk5OThAIBAgODoadnR1+/PFHFZaIkNZ5+PAh3n//fbz77rtISUnBqVOnwBjDV199BaDh6rOJiQnOnDmD2NhYHDlyBMeOHVO8/vvvv8fkyZNx4cIFTJs2DatXr0ZBQcFLf+7LaC7mTZs2ISkpCXFxcbhw4QK8vLwQGRmJ+vp6LF++HL/++ivi4+Nx9uxZDBs2DOHh4cjLy1O896FDh/DNN9/g+PHjSE9PR1RUFFauXImzZ89CKBRi8+bNAIDk5GQsW7YMH3zwAc6fP4/o6GhER0fj9u3bL10+ol10dHRQXl6Ob7/9Fjdu3MD48eORkpICPp8PDoeDZcuWQV9fH927d0dERITi2NKaY09wcDBsbGwgEokwevRoRW+JU6dOQSQSYdq0aRAIBPD09ERQUFCzcc6YMQO6urqwsbGBt7c37t69CwD47rvvEBISgr59+0IgECA0NBSurq6tKjuPxwNjDPv27UN6ejp8fX1x+fJlmJmZ4ZdffoGOjg5mzJgBoVCIbt26Yfv27Rg8eDAOHToER0dHTJ06FUKhEDY2Npg7dy72798PuVwOALC2toavry/09PRQXl6Oo0ePYsmSJTAxMYGenh4WL16MjIwMXL9+/Xk3GSEqR5Ul0uYEAgGSkpIwcOBAjBw5EmvXrkVxcTEYY8jPz0fXrl0bPd/a2lrxf25uLtasWQOxWKz4y8zMbHSCRYi6au5CAQDo6upi+vTpEAgEcHNzg6Ojo+IkCQC8vb3h5+cHPp+PoKAg1NfXIycn56U/92U0F/OBAwcQERGBnj17gsfj4b333sP69etRU1ODpKQkzJ07FzY2NhAKhZg6dSpsbW2RlJSkeO+wsDAYGRnBzMwM9vb2GD58OOzs7NChQwf4+PggNzcXAJCQkIB///vf6NevH3g8HoYMGQJ/f3/s27fvpctHtIuHhwdiYmJw6dIlhIaGws/PDxs3boRcLoehoSGMjY0Vz+3SpQsePXoEoHXHHlNTU8X/fD5f0YWtoKAAXbp0AYfDUazv1q1bs3F27txZ8b9AIFC8V0vHyOZYWlpi165dyM3NxfTp0+Hl5YVVq1ahtrYWhYWFz8Roa2sLCwsLFBcXP/MZVlZWqKmpQXFxMQDAzMxMse5JXk6YMEHxXQ0YMAA8Hq9R90NCNAVf1QGQ9uenn35CQkIC9u7dCxsbGwDAihUrcOvWLXTt2vWZik9eXh6EQiEAwMLCArNmzWo0clBOTg6MjIzaLH5CXtSTCwX79u0Dh8OBg4MDJBIJ+PyGXbGJiUmjk5WnT5KAZ0+gACiu7L7M576M5mIuLCyEpaWlYp1QKIS7uzsePXoEmUwGKyurRu9lZWXV6GTq6bzm8XgwNDRUPOZyuYrPyc3Nxfnz57F3717F+vr6evj4+Lx0+Yh2ycvLg4mJCeLi4iCVSpGSkoKZM2ciJiYGFRUVqK6uhkgkAgA8ePBA8ft9mWOPhYUFcnNzIZfLweU2XKN++PDhC8Xf1DHS1ta2xdcWFxejvr4eX331FeRyOS5evIhZs2ahR48esLCwQH5+Phhjinw+ceIEJBIJunbt2qiFG2gou1AoVOTk0/sAc3NzAA3H+qf3WXfu3Gl1xY4QdUItS6TNVVRUgMvlQldXF4wxnD59GgcPHoRMJsP48eNx/PhxnDlzBvX19UhOTm60k54wYQI2bdqErKwsAMCZM2cwcuRIXLhwQVXFIaTVnlwo2LVrF5KTk7FlyxY4Ozu/kvfmcrmQyWSKx6WlpW3yuc3p0qUL8vPzFY9lMhlWrVoFxhh0dHRw//79Rs/PyclpdIX66ROw5lhYWGDGjBlIS0tT/B0+fBgrV658NQUhWiMjIwMRERHIzMyEUCiEiYkJAODWrVuor6/HmjVrUFtbiz/++ANxcXEIDg4G8HLHHn9/fzDGEBMTA6lUimvXrjUaWOF5TJgwAd9++y2uXr2Kuro6JCYm4vLly616bV5eHt5++22kpKSAy+UqKjXGxsYYPHgw6urqsHnzZkilUuTk5ChanUaOHImsrCzs3LlTsW7t2rUYPXq04kLm08zNzTF48GCsXLkSpaWlkMlk2LRpE4KDg/H48eMXKjchqkQtS6TNjR07Funp6Rg5ciR4PB5sbW0xdepU7N69G46Ojvjwww+xfPlylJaWQiwWw9fXV3EVPTw8HIwxREVF4dGjRzA3N8cHH3yAoUOHqrhUhLTs7xcKzpw5g4MHD8Le3v6l39vOzg4nT57Ev/71L1RUVCA+Pr5NPrc548aNQ1xcHPr16wdra2vExsbixIkTmD9/PoKCgrB27Vr06NEDXbp0wd69e3Hnzh18/vnnz/05EyZMwMcffwwfHx+4ubkhIyMD06ZNQ1RUFKZMmfIPlIxoqsDAQGRnZ+O9995DaWkpTExMsHjxYkXLjKGhoeJ4MnHiRMUw+S9z7OnYsSPi4uKwfPlybN++HTY2NggMDGzUxfZ54s/JyUFUVBSkUikGDhwIFxcXxTGyOa6urvjggw+wfPlyPHr0CAYGBpg0aRLeeOMNcDgcxMXF4ZNPPsH27dshEokQGhqKkJAQAMDWrVuxdu1axMTEQFdXF6NGjcLs2bOb/KxPP/0Un3/+OcaMGQOJRAJ7e3ts3bq1UUsTIZqCKkukzQmFQnz66afPLJ81axbu3r0LNzc3nDx5UrE8OjoanTp1AtDQFSciIoLmeSEaqbkLBU+3Cr2IefPmYfny5fDz84OZmRmmTp2K9PT0Fj/3yfC//4SIiAjU1dXhnXfeQXl5OVxdXbFlyxYIBAIsWLAAMTExCA8PR1lZGRwdHREXF4cePXo89+e8/vrrqKqqwuLFi5GXlwcjIyOEh4crJv0k5GmRkZGIjIxstCw1NRUAMGfOHMyZM+eZ17R07Pn5558bPfb29sbvv/+ueOzk5NTkPXTjxo3DuHHjlL4OAFavXq34PzMzEyNGjMC0adMavf7JMbIlwcHBitayv+vVq1ejiyxPE4vF2LNnj9J10dHRzywzNDTERx991KqYCFF3HPZ0h3hCVOz48eP48MMPsWfPHnTr1g2pqamIjIzEtm3b0LdvX1WHRwghRAulpqZiypQpz1RU1M2OHTuQmJiIbdu2wdTUFD/99BMWLVqEw4cP0/1AhPxDqGWJqJWAgADcuXMHU6ZMQXl5Obp27YoVK1ZQRYkQQki7FxYWhtzcXIwdOxaVlZWwtbXFpk2bYG1tjXHjxjXbtW/Lli0Qi8VtGC0h2oFalgghhAAAjh49ikWLFjW53tPTE1u3bm3DiAghhBDVosoSIYQQQgghhChBQ4cTQgghhBBCiBJUWSKEEEIIIYQQJaiyRAghhBBCCCFKUGWJEEIIIYQQQpSgyhIhhBBCCCGEKEGVJUIIIYQQQghRgipLhBBCCCGEEKLE/weE4jl+OpbT0AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 846.25x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置 Seaborn 样式，并禁用网格线\n",
    "sns.set_style(\"ticks\", {'axes.grid': False})\n",
    "\n",
    "def pairplot_hue(df, hue, **kwargs):\n",
    "    \"\"\"\n",
    "    绘制带有 hue 参数的成对关系图。\n",
    "\n",
    "    参数:\n",
    "        df (DataFrame): 数据框，包含需要绘图的列\n",
    "        hue (str): 用于分类的列名\n",
    "        **kwargs: 其他传递给 sns.pairplot 的参数\n",
    "\n",
    "    返回:\n",
    "        PairGrid: Seaborn 的 PairGrid 对象\n",
    "    \"\"\"\n",
    "    g = sns.pairplot(df, hue=hue, **kwargs)\n",
    "    g.fig.subplots_adjust(top=0.9)\n",
    "    g.fig.suptitle(hue)\n",
    "    return g\n",
    "\n",
    "# 假设 df 是你的数据框\n",
    "# 生成数值列和对象列的列表\n",
    "numcol = ['age', 'annual_income', 'spending_score']\n",
    "objcol = ['Gender']\n",
    "\n",
    "# 绘制成对关系图，按 Gender 分类\n",
    "pairplot_hue(df[numcol + objcol], hue='Gender')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# 初始化 MinMaxScaler\n",
    "scaler = MinMaxScaler()\n",
    "\n",
    "# 创建数据框的副本\n",
    "df_scaled = df.copy()\n",
    "\n",
    "# 对数值列进行归一化\n",
    "for col in numcol:\n",
    "    df_scaled[col] = scaler.fit_transform(df_scaled[col].values.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 聚类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"OMP_NUM_THREADS\"] = \"1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "F:\\Users\\24211\\anaconda3\\envs\\machine_learning\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import pandas as pd\n",
    "\n",
    "# 假设 df_scaled 已经经过归一化处理\n",
    "\n",
    "# 确定 KMeans 聚类的 k 值范围\n",
    "k_range = range(2, 10)\n",
    "\n",
    "# 提取用于聚类的特征列\n",
    "X = df_scaled[[\"annual_income\", \"spending_score\"]]\n",
    "\n",
    "# 对每个 k 值进行 KMeans 聚类\n",
    "for k in k_range:\n",
    "    model = KMeans(n_clusters=k, random_state=42)\n",
    "    model.fit(X)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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